text
stringlengths 1
41.2k
| label
stringclasses 55
values | dataType
stringclasses 2
values | communityName
stringclasses 55
values | datetime
stringdate 2011-10-28 00:00:00
2025-04-25 00:00:00
| username_encoded
stringlengths 136
160
| url_encoded
stringlengths 220
332
|
---|---|---|---|---|---|---|
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-16 | Z0FBQUFBQm9DbVhRenZhT3F3Qmo5QVl5X3duYmRRV3pDQll5dUZaS3dGUjMxZmNjSjRBVUZ4M0F4empkWEZlQlVLaXNtemdiQlBmYUNianlMallnX19aQl9pdDhEaURrWHc9PQ== | Z0FBQUFBQm9DbVhRaFFINHUxNFdnMnJsNzRJcVJfN1lKMDFPYU04Qk1Qa3FsOXQwSXhHei1FcXY2ckdNdnZ4RGtlMVp2Nzh0OEtydnZteHdWOEQyb3gyLVgtUkxDSHpjd0JWNXlfcFdaWHlFcXZsMldwaUJoOGdhaWs0bldSOXVFTlNmQ0UwNmdVOG9yTVZZekh6dmdPUFFJV1lrbFJkaXVOMlpxRmRnRWd2VXBuQ00yVng5aEc4T3MwcU5mWVZYLTNMWHFKeDhsbldE |
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-16 | Z0FBQUFBQm9DbVhRODZNejhkVU5TV1B6VU1SOElYbHlLNFY1VGFzUlFnb2EzNGx2WDdTeFgzaVVTWnVTSXo4d2F6RDBuWFd6UHh4U25meXNETjVDcm5ydVNncGJ4OGZQSEE9PQ== | Z0FBQUFBQm9DbVhRNjVSa25YNi1hR1lZZl9YY0I3aUN4LXc1dUl3elk1cVVZMktvQmdHY1B5OE5aU2V4X0Rlb1ctTU1oVzJjX1hmUXE5VENYY2hYb3l3dGxQRFlvdS1ZQk55ZXdIWVhXd292bEI4dm1MUHc0SF80ay1MX0ZjeVVDZ3l3YzBBX1hfVVZka253WnJhMDU3Ymd6bThrbTZKTko1Vnd2M0ZETjlqS0ltc2hveVR5bENyQ3UtZUJsTXpnaXkyalhRT29waC1TdHZabm1xeFpzdlZ3ZzFGQTRHVENXS1I2VzdxbVlqaW5QX21URDI3YkM2ND0= |
Been looking into technology to use for a law firm for case management.
J-Lawyer was one that I was thinking of using, it’s a German open source solution that can be used in English.
Also heard of Clio, any other good solutions? | r/legaltech | post | r/legaltech | 2025-03-16 | Z0FBQUFBQm9DbVhRejV3eXFNZUNiZ1FNMDBFNUpDS0Q4Qml6TDFtOHplTU1zNVI4cVBJSzRqZjQ0YjNfVDZFdnlDQmhONWJiZVVhQ1hnT2tKTkNYVnBqdWlmY0k5QU1tV0E9PQ== | Z0FBQUFBQm9DbVhRcjVFaWVlNmZLTHN6WEJiUFgweGFPcFRyMlh6ZkNmcW5sR0hTbzdfQXRPNVBmaUcxLUtnZEo0UmZXaUkzWmJKLXFSNE1JSFBOaUlCNE40dUllX1hQODBwdnRxMlR5WVBSZ3JjeXBfdDd6R21jM2VyOEpsVHdfd3BEU3AxVGsxZVJsZXJoZzJlYi11Wkhjc2lWMENaS1lSSGxleDFuMmpJQ3J2ZUZtNm5vVlVaMWhaaS1faWdjbjBkeG00aHU0TzZ2clpoaThiemRjYXp4dWdHTnJ1dGpQZz09 |
Louis Bielle-Biarrey | r/sixnations | comment | r/sixnations | 2025-03-17 | Z0FBQUFBQm9DbVhRZUNXTW5PV1VtamU5WUtNZTZ1b0tneHVJWE1FX1M5NVcxZDZxakdwemNfWmtBVmczOE0zU0VaeU4taGNkZjlWMEJqemZjZzJvQVNhMVU2ZXVpRFdlM3c9PQ== | Z0FBQUFBQm9DbVhReWxsOU9NTTNXSEx0djBpTEhMSThodU81dHJDQ2syZ0tmdkxxR0dTcmNKZlAwb2wwTm5NM1JKMm04bE52emdPaWJmS2VuVjlBYm1zRUdRYm9rVE5hT3RISnZ6c00yenp2N25hTVdwRUV0MkV6Y2FGbk5sZWtmaHlyeFpFNHlteGtsNUFxRjJQWlhQZGFKMHlVcW40b1hCWU90WWVqa05Xb2JjSlVQM0RWaXVlblotaEkxeVpSN2FEZTc4em9iWWJ3 |
$420,69 | r/filecoin | comment | r/filecoin | 2025-03-17 | Z0FBQUFBQm9DbVhRNFJOT3JWTU1UdzhYcHdpaDg1OTFkMXhXajBTZTNxcHAyOTMtRUl5OHlSZU5MZ1pGdWZXTHZGd05vdzYtTE5SUHJNdFNiSl9zQlFhMDZubWFWUDJIQ1E9PQ== | Z0FBQUFBQm9DbVhRR2FaX1k4QlR0MWpKQVVsMXZWQ3Z4eUI5RS1pS2pIc2taRlBLUXhVcHFFc2plZm5Fc01VR2tZalFzZjNqWGRhZnpXbUNwbThVUDVEbGNGNUttbG5iVU9SS2RGT2Rpa0VpU1NqU0w3T2VOdWsySThXakV0bHZnMm1YQno3MGdBc2tKNWFvV3J4NEVrVnVlbS1Pa0dWX0FYR0pXdjkwcjQ0RVhKVEgyQXc2RXFzZkhld3ZOeThMTDBYN1pseFNnZk5UZERod09qcTJXVVpYeGVIdWlQQUlmUT09 |
I have read some articles discussing some (larger) law firms developing their own LLMs. I wonder what folks think about this approach and whether the costs/effort of doing so are worth it. | r/legaltech | post | r/legaltech | 2025-03-17 | Z0FBQUFBQm9DbVhRLXp1bTRGT0IydjNHdmJvS3llWnB6NUhKNWh5U0M5ZnBMR19xMUJOODNZNGcteGQybHM2YkJEWnB0N0xaVEJYWUktRmxYWFNSWExqczVRa2J1LWU3WWc9PQ== | Z0FBQUFBQm9DbVhRZzBVajFvY19WRV9pbDRCcjNydDlFZHdPTEpTTzAxaktNNjBPRmIzYW1INEpsa3Jpc2tubER0NnhoMXp4M3BxX1Y4ZnlFQlRJUHZXV2tvZFc0cFVuNUtkNmNjOC1OY21lc3RFQ1lnOElJWGtWTzBzTzBmbmVaeFVERm15QU0wc01RNDhZTXlLbGY4QmNYS0g1dkxOZk5XcG9Wb1huY25qRXlST3F0VGpYbGlFcFlxdjRIeTVMNFI3alNaTkpBOEc5 |
Not sure the Welsh fans could believe it either really. | r/sixnations | comment | r/sixnations | 2025-03-17 | Z0FBQUFBQm9DbVhRVHpUbmNTNkx3bVNRVV9BLWlGOVZOUkttMThvZWwxLXJ2NkFoVUxfZ2dFVGQ4VlhIOGluWnJWdUR5NWg3VG1TYW90Wmt6NnFYTUh4aklQQ3BPZENKeVE9PQ== | Z0FBQUFBQm9DbVhRc1ZreWdKUWNtcmJpSlEyWUszY0JxMGdwR0NfdFA2bF9qejNfT0EwbEs0bXU4Y01kRkxHWlZxN2c3cUZickVkWHhicFF0YTlqREhNY3ZzQmFZWGdnN1l2TjBPX1dMSV9XT1k0cXdKS0l4c0ljcDU1aVE1TGtFVEx2S2tYYkltSEU0YUowV0lEaTRCam41OXJuWDRfdWVrUjJfbnRybVRoSmJlR2NNSFB2SkhzPQ== |
Is this book still relevant to modern software engineering? Does it focus solely on OOP, or is there additional content covered as well? | r/softwareengineering | post | r/SoftwareEngineering | 2025-03-17 | Z0FBQUFBQm9DbVhRd2xzaWF3SEpyQ1Q1T3EtRlJXU01yY3YtQVU0Q1llYU9HSXBocUhLcUZDdHZUMmtCODFsRVo4di0ya19uYVYybTN2b3dEZmg4eGhYcU02ekhnQXNkQ0E9PQ== | Z0FBQUFBQm9DbVhRdzBJM1EwUGdSemhYLTN0aTNGbU5JYXhoM1Qwdlg0b2dJVUJYeWw2ek9hTFRsNEFsNjZJRE1GRTl6Nmk2cUl3dEQ0MjFaMHExaEsxQUxRMkhPMVdZQ3F4NHVDeWN3ZURaOE84eG1XaXFQMHFjY0VLbTV1ZkhuX004RFdXQzdjenVQT0VFSnNRdWlCNkxiWDN1X2hwTGVMUUlQNjJiam9qeU84by1EREFpR0FMdjZsUWJtZ1cxTzl1bFJWa1lyY05EMEF1dTUtSTFqNEFQWWVMV2c0UW1nd252ZVctcTBzZlFEWXFCMmFjOVM2TT0= |
why would they not just use r/iagon | r/filecoin | comment | r/filecoin | 2025-03-17 | Z0FBQUFBQm9DbVhROHUtMlV4ZDhKSzJ4NXZ5QjlEbWpralI3eUpzQzFad1cxUE5GOEM3bk5Ob3g1OFd6U3VqV19SdUFaWFRKQWVOX2dYTUEzQzdBV1hCRDA2enBiVjN3U2c9PQ== | Z0FBQUFBQm9DbVhRRlNDTXVDV1otc0tZQTZBOFEydExzOHY1NGVtT3BjXzdWWTFRYUwxNmgzNVFvTHNtd21GYzZzN2tRMXhfdlFjQVRQSG50RnJyaXlXVkpESW0xSWdOeFJaWV9ITUhObmlaRmtVNjdTT3RiTjExNnlyTm43UTZlNlhJczh0ZHBZN19RY1RUQTBhbTlJRXNHYmFRSTVTV3Fwd010Um03dlpKYm55MzhOS3ZPR1k2TDJYWTBXb3R1ZVJiLU9UczltSFFVT2l3OWJaekF1MjIwUGU0MjI2Tnh6dz09 |
Filecoin is the leader so they want the best. | r/filecoin | comment | r/filecoin | 2025-03-17 | Z0FBQUFBQm9DbVhROGxGb2JQQjVLYTVQYUZfc21ZWFNfVWIxY3dSTjBWUzJCd0s4X1ZyQVRBZ3dpVi13QTZqejhmU3lkMGFfalU3TTltTGtWSnF5bzNGM1YxLTYtdF9JUVE9PQ== | Z0FBQUFBQm9DbVhRd0hGY3EzNnFiMmt1dWhuQmtTUDMzV2ZBeldEMnhKUnE0UWxjNFVtdE1EV1VUYkFCQkc4RFNZQ2x5SXZLQklzWGFxZmFjMlV4ck95aEIxMkN6d25RczJpQl9JZDVKcmpiWnVjVWxYZl9HWDF3SEFYeF9DbzJibEhPNzNPR3IwQzRCbWd3N3BVWExJY0p1cllSZmJTRHAwV0U4a2hZbTltVHd1OFZXMzFDTUxnbFhuTHJoTmRpODYwd1M3R3NjWmxWbHRqaDdGUU5CZXRKQzdaQ1Z0ZVlCUT09 |
Am I able to share my research and development of a novel neural network architecture. It is an interesting advancement with immense growth potential. I just don't want it to be considered self promoting as I am just sharing my research with the community. I just want to share and receive feedback on what the community thinks of my work. If not allowed please delete and accept sincere apologies.
\------------------------------------------
I have spent the past year in research and development of a novel Artificial Intelligence Methodology. One that makes a huge advancement in Artificial NeuroScience, and a complimentary counter-part to the neural networks that exists. Future development is already underway. Including an autonomous feature selection comprehension for AI models, and currently the improved comprehension on data and feature relationships. Currently submitting for publication as well as conference presentation submissions. [https://mr-redbeard.github.io/The-Logic-Band-Methodology/](https://mr-redbeard.github.io/The-Logic-Band-Methodology/) Feedback appreciated. Note this is my conference formatted condensed version of my research. And have obtained proof of concept through benchmark testing of raw datasets. Revealing improved performance when neural network model is enhanced by The Logic Band. Thanks for taking the time to read my research and all comments are welcomed as well as questions. Thank you.
Best,
Derek | r/neuralnetworks | post | r/neuralnetworks | 2025-03-18 | Z0FBQUFBQm9DbVhRQ0xtRmRjQkRtNnNUbXNISnRvenJHN2FUOVZjRU1hQTljYnR6el9yYUFSMUpOQl9jemt5LVFnanFpaHNhZk1CVTk1Q1ZpeGJmZk1ZUFYzV1phVWYzY051aGJEMm95UkstclVXRUpiamJsYXM9 | Z0FBQUFBQm9DbVhRdmNtTWVJbXc2WHE3UWhOcDdHaVlCMTFkZnN1VFlRNXpiV2s3Z282MGJDdGhKaWw3VFNXeGxqQzNBcFlnd2RoWVcwR2ZrZHdJb2Qzc0s4WWNqX3lxX01DclFiMkFwU1NBUzYzZ3NpNjNlcU1LVkdJYk83QjNnbWUzRGNOSnh5Ujk4eDdSaUl4b3dhYVpxOFMwcG9tV29GWDRaNjJ1NjVleTBwV0ZIeGd1SkVIdktUdGRjVE5KeV9mYlhiaDMtMkcwUUk1SEdSejhfWkNRN2hJVkJTdlRvQT09 |
Shame that SA wasn’t a ‘viable bid’, hopefully we can get one next time round.
France and the Cook Islands should have a relatively easy time of it, hopefully they expand it for the next one. | r/rugbyleague | post | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRcEo5LXJuYW14QTBPYmx2ZjN0dUh4NVliUmFVckN2T3R0bWlpRTNMMUFTVEJLX2FCdzZvdXhMODVWcVhyUUl5R2JCREtHLU9qRTFNVWRxWUVpQVY0RDBLSHNIcWtDZFNudzV0d2FoY0JUcFU9 | Z0FBQUFBQm9DbVhRLTVWYzRCeHU0cm45S0lFXzZuX2RlNGRlVW5vUllHRjZPdnlpXzUxMlpjamZkbVV2dXFSdWpvUWlqLTA4U2RBYno0SWh5V3MtakdNUkZMcm9uV1NHSUV1bzVuX0djdnRPMEZNRHRUTDlLN2lhRFZBMlp5SzBDQUxzS21RZFhVVG1iWTFlc0lDUXhBOExncGxMZHJBeUdRMlluMERSQUdfRWxZMzNIaXUzOUJBZUpKblpFVi1kT3J1OVFRSTFzLXpXNHNIUkJab0ZyN1NuOTRCVjFoQzFCUT09 |
I can't remember the format the World Series was supposed to take, but wasn't this part of a big IRL calendar announcement a few years ago? This sport is doomed to have an unstable international game | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRY1JWbTRkVnRZOVNpbnlickNKTVJudlFpVnRnT2NaVUxIWkIxS0duY3pxUHFHWDMyaG5xQkdRYzhoV3JrMVU3dDFHSndxM2xLQnhhOGY4dXBOQ2wwYVE9PQ== | Z0FBQUFBQm9DbVhRMm9BUExiZWRTcWU2RllUMHpibHM4VTRab09ZTWRhcEZLb2hIa2l0TVV5OTJlRnh6MzlXVmd6OHhCcENzMEpnZ011WExZbjZZNno5MWl4VTFWR2dwRGV0WnlEbjkwYkkyVHF0eVEwaWhqNl9vWlpuYV9NQzFvaGFLMmw0LVVVUjJUcWZlMk5yOGNxWWV1ZmR2MTJVcTQ3bFBMb2hKMDAzeF9QS2dOOEhwdVVHeVFkWUFidzE5NzZiQlRrN3hicDJpQ0dtUkRKcDE5UkVsTXVHci1VZ0tNUT09 |
It’s a shame the 16-team tournament has been whittled down to this, but at least it’s being played. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRSm11enRJMmxKbkxQa29SMThPeW9OakZIbGYzMHlld1Z4UjJ1VVJ4X1h6YktadFN5T183MXg1eXdveXhWZl9yNXoyVGxyQ0t5LWtVUjA2anFwZmVmMmc9PQ== | Z0FBQUFBQm9DbVhRMm5lal9rZmRIdHdIVWdlNERoZXl6c0JhbElSVnA0ZXlGT0RBUDhtVW5tV2tSMG9oU05RSHVicHR1U1RxNml1SHN2WElQUzhUMVFOUXZYX29sVkdDdTdjNHloRzhyYzB0QnpleUtTaThiZXg1Q2hIZUlGTVhxYXo4UFZZZGhORHhHOGtWUGEyeVFBblcyQTYzeWFZMnF5RThiTS1EM202MGRYX0dtai10X0hNMWJXNkFrbkRXR2o0SEZqYnFjQzhMWVVTbjFpT1RyTzc5c0QtV1pteVVMUT09 |
It think it was meant to be a round robin final qualification round, but instead now we’ve just got two one match play offs | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRUjNvb0xsLUU2SjdIblhIZU5wbmd2NjZ2TlJlSXM2YUt6dTZTWW84OXRPemNEaUJpUDl4MWtPenJ0OEFxWWk4cDIyZGEySnZfVkVPeGtVVE9QWVBuSEtVOXE2V2paQzJCMVM0SjRKc0l6UEU9 | Z0FBQUFBQm9DbVhRNFF6Qzhwc1UtQkkzY1p0bjdEZlBuaEJxVEx5QXQwTk1LTGhyRWlnYzM5ZXBLZDN6SUs1ZmduVGhwWkp4dGhjN2lvaVFxLUpGSU9ONERod0ZNLTU2OXVNV2hja3NaN2JUV2pNSkdhQUNydU42bVh0MXpIbmxFQlZYYmxGbDRSNlE0RWo0dXZNbmVfQklpM1E3Y3BYQW1GSEQ0MU81QnJMWkFZT3ExU2VrTWpfMUJ2ZDlLVVVNZW12MVlMdFpyTGhHaE1BOUNoQVFTTUpZSzNEWlNYQ3IzUT09 |
Anyone? | r/neuralnetworks | comment | r/neuralnetworks | 2025-03-18 | Z0FBQUFBQm9DbVhRSWdPazBGRFAyMGRaT0REZmNSd3lGQl93QloxUVFmTnRyNWtMclh1NzBhdmp5R3FDTlpiaUhBWk1wVFNpM1VnTFEzaFhQTVZFZEtUekdHZ3I0ai1nd2JIUTYzdXBnYi1iR3JoMUhPSUx5T3c9 | Z0FBQUFBQm9DbVhRR01JX0xIQVFkREVydWo2UHJPbVdaZkNNZi1DOWVFSWlOOVJ1MXYzMktRU1ZlNjA3eWxMM2JfOGFhdzJQaElKM2ZLYTd0VUIwU2tuSmRCREpTWlZUN3NiM3FSbkJ2bFlhZEM0bU14SHVWd1dSQjV1R1ZiS3U5LXlMMENPd1V4Z0hZV2prRDVmV0pZVWZwWTEtUl9OX1plNmNZM3VXUTdTbXZwbWtvMzJzWmRzcVFkeWRYaXdZYUlpVGtIS1UzZm1p |
Honestly, it would be better if it wasn't. Now money will be wasted on a WC that contains a smaller amount of top teams that already get a much larger profile and cut of the cake as it is. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRMGY5MXRUT01PQmlsWUFzc3FINllMdlFZRUl6VzNabENUVVQ0ZjdUNjBYOVg2Y1paYnBEV0ttNmhaOXJxR3BWOGpMN1ZFZUNhOC1OdUF0emp6dGlhX0E9PQ== | Z0FBQUFBQm9DbVhRVkVWTnJIMVkwVWdtbnVmZTY3X2M2WmdSRnlFYXVpOHExX2FTUmpPOGJYYi16N0dyY29MLXhMTHVmc1U5aU5QRi1UZk5mSVE4VWtiWGdBQlAzbkNFQkh1QWc5VXhweXliZXRoS2FFbzVWYzJ0QUpDbFdFYmh6YVVDZmZJWnFxWHJOQUdJaklHRTgxeDRURGlZSTU5QmxORlZFaFNLcVJRek9mSnhsMDFvX1dVYkI5WWQ0aEJRN0lNMGZYWUVPcXE2bE51UWRYNEtieTRqWUltUVU4TFA2Zz09 |
Oh wow, two solutions looking for a problem. What a world we live in. | r/filecoin | comment | r/filecoin | 2025-03-18 | Z0FBQUFBQm9DbVhRam1vUGE5SnVCWGI2aUhWOU5zc3EwaEFtSFlYaDZ5eGNSNVN4SmlVSjhNcWJhTjJobUZKTHVVNzhyUzhtc1dlSl9UUEJKLXktczJoV3d4MXQxY0xqS3Y4VG9oSENlRjBLSWt4WHpzcVdpZHc9 | Z0FBQUFBQm9DbVhRaVA3Q0hkSk16ai1lVUpZdTRFTnFsOHRRaHg0b0psNUpBX1RuamZxY0hLcnQzNzlyME9QM01lX01YeVh5V0RiczV0cmQ2UmtZejlNSElDQVF2T0UxT216YnE1NGpyVVlnOF9JOVpTVmtBZmdnNi1Fcll4ZFFydGt1Zm0weDY4NVdNNVljTkk1LVNYWnBKc3o1b1JEM09HQjdUTnFldzVSa0d6Z0xQQ1hJMjFQNTNYZExjRHZORThYVmZQMldScGpocFVDVDBXMl9BSTdYbVdMRkNBYXpfZz09 |
I think a nice WC with competitive teams, playing on a country that follows the sport a lot will be a good advertisement for the sport. The international game needs to build up based on what it has. Pacific Championship + England and France is the base. We have Lebanon instead of France that will need to qualify, ok, not sure what is the current level of Lebanon.
Anyway I think a 12 teams tournament would have worked such as fine, and would have representation from more areas. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRbmVoOFJQbzFxZGc0QVZnb1l2a1J1c0plQUxnUXF2cXB2MzR0dk8wQjZJcTVjTjItQlVDRjltQ3lXazcxR0x2T2RyeFdOdWxvZzd0TWNfNDEyVkVEMVE9PQ== | Z0FBQUFBQm9DbVhRSDBsa2NKNFhRSjNVNTJKb21JdFRiWXMwVVpEOXd1bHg1VkZzRFp3LUpvclpweEIxcE1TUmJMbzRJaUNQa2JvQkp3bEk4V3QzNkhtNG5PMnZiWnpxTWJ3eHVocFRDVl9kaDNyZGpkbHRVNGYwa2x1SVhwSVFnd3djSVU4bXpvZFBxaDdSN3k5akZKUkc2bzNobDNnQk9Ba2x4YVk4V0J1WDJyY2xZb2tmbVBSbGRfRWUyaXJoWElnRldpRXVfRjVUV1lyOWlUajB2T1ZqdS1vUjNHMExRQT09 |
We already built it up. We had the most successful world cup ever in 2013. The 2017 WC in Australia was a flop and France is not competitive.
We were building to something great and we've been pushed back 14+ years. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRYVZFVG9aMmpuRG5idURZZy1BNXpHZG1ad01JZmNGTjN3WWlCaml3TWpaNjFsM1RTV1MzVWNEd3dBWnpWR3lIWE5yX2tNcUhUblBla1dpZUNQVTZDZnc9PQ== | Z0FBQUFBQm9DbVhRdVhPalJWYWhPQVhoZGJTbGhidi1sOTFrYlhhcWJub2NGaXpaMVVuejVXUUJNbl9JYjlid3hnZjY2T0Z5ZzY2ZUxuWW9iVjVfdUtmQTkzZ0xPQkI3VTNEOUZJRnY3VWFxWXVXMGlhSWE0ODNkUi11b3UyUWJoRkllZGtnRWMycks1U2ZYQXIyZGloZ1RVRERSQlVtV3FVM0dJcmlqZElUNURQSEVyQTRmdlhzbENfTGUxY1lFY3BxZ0pCODBwazhoaDZzMUZyOVA0U0ZTdmN4Y3BERDBCZz09 |
We are where we are. From the 14 teams of 2013:
Ireland is not WC level, and doesn't seem to be getting better
Italy, same, maybe Greece, but is not quite there.
Scotland, as Ireland, don't think there is much there...
USA has potential, if they can put their house in order.
Wales would be the much more realistic, nowadays. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRclFUd25VMDgzTEU1ZjYtYzV4OHduZS1tQXFQM2daZW9QVzBIcDJxQ0p6SWtkeThrMEtoRnlERkVhSHYyQi00d1NqWG1qSGNldVhYREVVXzhtNlNpalE9PQ== | Z0FBQUFBQm9DbVhRclJZM0VzRW1iRTJPN3VQWlJSYmFYUkVnUHU5a05uRnkyNVFiZm42M2VIQjduTzQxM05PdkRZUzhMTzVqZnM2d3RqOXhERFJ6NHcwbWZHTjAySU5rSXRxY0JyYk5zTHk4UG9oMWRjNVN1RE9VdGdIdGpqeGJSVERCcFdCSElVTmJKSk1FOHo0cTBONXhrTGJlcm9seG5BWno3TzBXNzRNVjJyMnR5MFVmUHFkRENTMHJrVmQtQUUxZFg3dF9sRjBDX2hQdFF1NXpNaUt2dW5NYmRuY3NYZz09 |
It's the "why" that's the problem.
We were at the level we were in 2013 and nothing has been done to grow those 14 teams.
Now we have a meaningless WC with qualifiers that essentially guarantee the same 10 teams in perpetuity.
The root cause hasn't been addressed. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRQnBOTGgtY3dKS1A4VGxzdUNhd1ljS2NyNWtFQ2hJT2RaQUw0R1JiM2pDaGRKbnhCWUxZSEJMT1dPb2k5UktqRGR6YkZ1elhCNk1pZURWTzc4Z3U0TWc9PQ== | Z0FBQUFBQm9DbVhRX3pkMWkzbkQ3MFVkUkViU2xfVVlCa01hdy1pRUVEakUyWHJGZFZrcy1qZTFnUnNQTHJQV0tRVTk3bnd6X3c0MDhubjZfM3phZkxHa3M3bkxLaWtzWE5HOHRPNmlyeVotLTI5eExfRWZvbEpRSW5UX0NPcXFOV2JFNXJoNjk4ZXRNN0JMTnhWdWZCcUlNNGxURDhhZVpHU2NWTHlGOGQzeC03eTRRNW16TXFZQnZGelU2WndzcjVSU1A4UWo4ZlRTcUNiTk5ZUTVEZ21wT1ktTlFwdHdmdz09 |
This study demonstrates that reinforcement learning can significantly outperform supervised fine-tuning when training large language models for audio question answering tasks. The researchers built an audio-fused LLM by connecting an audio encoder (BEATs) to Mistral 7B, then compared traditional supervised fine-tuning against an ARES (Alternating Reinforcement Learning and Supervised fine-tuning) approach.
Key findings:
* **21% overall accuracy improvement** using RL compared to supervised fine-tuning (70.2% vs 49.2%)
* **32% improvement on temporal reasoning questions** (62.4% vs 30.4%), showing RL's strength for complex audio understanding
* The RL-trained model was dramatically preferred by human evaluators (87% vs 13%)
* Ablation studies confirmed both the audio encoding architecture and the RL approach contributed to performance gains
* The RL model demonstrated better ability to identify relevant audio segments and produce temporally accurate responses
I think this research has important implications for multimodal AI systems. As we build assistants that need to understand both language and sensory inputs like audio, the training methodology matters tremendously. The fact that reinforcement learning showed such a significant advantage for temporal reasoning suggests it may be essential for applications like meeting assistants, security monitoring, or accessibility tools where understanding when sounds occur is crucial.
I think the most interesting aspect is that the advantage of RL grows with question complexity. This suggests that as we tackle increasingly difficult real-world problems, reinforcement learning approaches may become even more valuable compared to supervised methods.
TLDR: Reinforcement learning provided a 21% accuracy boost over supervised fine-tuning for audio question answering, with the biggest gains on complex temporal reasoning tasks. This suggests RL may be crucial for developing truly capable multimodal AI systems.
[Full summary is here](https://aimodels.fyi/papers/arxiv/reinforcement-learning-outperforms-supervised-fine-tuning-case). Paper [here](https://arxiv.org/abs/2503.11197). | r/neuralnetworks | post | r/neuralnetworks | 2025-03-18 | Z0FBQUFBQm9DbVhRc05FOXlqNU9idXVaUWt2bDI3WERmUmZCV3RXZUpxNzFuelpiMFVwc0ZfSVE3RVdoam5JZkNobWt3WjMxdXZxcnNQNjVIdGpONE1YZXl3TGxZLXRGZ3pzdXJwbWJBTzBual9PWXgxZTl4Tzg9 | Z0FBQUFBQm9DbVhRQ0pkUS1HZzQzLWotaFVYUEo1c0pJNG5oMDc4U25ISzd1cUxGenRJeGRMbVUwX2poaGVCd3I5MlIyU0F1LU5kMzAxaXFwWjdTbFhPWUItbFpuZmJvZGswTUNpeFNybzRvckM1UTdsY0FvV0R3UDcxVlk2Ulp1ZWZkWGdHRFpmeXhiUG1PMmFmVVVaekx4T0ZvNjRTdE9icnRFcnprUnFFOTlGZXZpYzZkLXdmeGppUDhGTkhuam5TeHdrTGxpYWYtdkMxRi1DWlc2Y0xKelcyLW1uYTNKQT09 |
The sport is in trouble | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRT3Y2aXJYMjlTVVhxaEt4enFlR3ppQ1hGWXFma05IWksyeHphZ0lPWmh3YnFQQ2tfOWxwNFdmYUdFQ0F5SVY4RG5TRHpLS2RFUkhtVndDZWh6WGsyNXc9PQ== | Z0FBQUFBQm9DbVhRb0R1QkZRbW9nTHdRUFlDTnhhaURCM1hweVZPUkI0WFRkM2RPUTd1NTN2NkRwdDRUNkFVU2pSZXI1YzFZOWdjTDV0aDJIWTVfb3J6cUdGUEJEV1ZGVG02WWlLdktRRWFqWHJSMnpOczVZQWdPQmZGTDNQLU1kMEJJSVVmVHBDdG52WHFjeUZhSjZUZVo3WDlTM2g4dVY5YnM1WVNQU2VJUEpYUGx2bzh0VFpNak9ybnFPZVBQbEc3ZGJjRF96UThmNXVlOWxuNUpDLWYyZzdhX1FHOTROUT09 |
We may not be as wide spread as other sports but we own the vast Pacific Ocean which is roughly half the globe | r/rugbyleague | post | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRdG1IdjBXZjdMTVlMMkUzcTA2WUJkanVFaHM4STBjWXRFZ2JrdEZPSmVmTzNySGE0VmZiMkxhZlpiSUZLU0piZ2pyZ3ItelFIWFZuRFk4bC1Ca1FQS0E9PQ== | Z0FBQUFBQm9DbVhRSGI4ZUZHN05MaFVhR09DVmR0a1dmVFpjV0ttUDd6Tlk3TW9aVXNxTVZON2NMRVRCd3hFdHFlTjgyS05vZTJYWERHMEhWU3ZMZUtGNmR4WmNPb0FndWZsTG1jc0xVQzhZTWxiaGFxTzVYX1dISUo5Y0o0czI2UjdVRHQ4ZENIbzdiZ1lLM0FVdUVnTDN4eW56NnQyaXZDWndkTFd3TjZ2eF9PVHEwUmloNFpBNnpBbkoybXFBdkJVYU4wb3pUZFB1VnplVjlWb21EQlpJNjR1bEJKako3QT09 |
AI is evolving and so is the way we need to design neural networks. VeloxGraph is meant to be an extremely fast, efficient, low-level, in-memory, minimal graph database (wow, that is a mouth full), written in Rust, built specifically for a new type of neural network architectures.
- Minimal & lightweight—zero bloat, pure performance.
- Optimized for a new type of neural net design.
- Blazing-fast graph traversal of immediate connections, both forward and backward.
- Easy integration into Rust applications.
This project is still in it's very early stage. Check it out, try it, and please provide any feedback that could help. | r/neuralnetworks | post | r/neuralnetworks | 2025-03-18 | Z0FBQUFBQm9DbVhRZk02UmZLRE1OWHR4ZGpoMTdCa1o1cXdSaGhZZDZQU0dOQmVQbkdiZTBvd2VUYjJPRENhMkFwcllFQlJVTWNsUWtBMTN5YUVVV2tXU09GaXJLaVdPbEE9PQ== | Z0FBQUFBQm9DbVhRc3FxNWpWRkMzcWJuT1NjZkxnblhwYTFNaUxlYjlpTjVJdk5zUWJzYVB4QjFiLUFFNVlhZVZ1UFdyOG4xSXp0MDVJc0ZZM2lhVy0xUDdHeTA5eHlzcEtLX2JYb3JpY1FpTHRFUGE4OU9zamZGb1Q2bllrQVRhODhibDN6R1NKNUxOLW9adUg5V25yWVZiYXFWR21QN1RlbHlvdk5oakcxZGMyWklHLTVGUjBfRlg3SWkyeWljbHFSUS0tMTZJOWtvNHlTcWhtNC10dm91NjdxT1c1NXc5UT09 |
I think 10 is about right to maintain a level of quality, a pacific championship plus England, France and Lebanon.
The pacific championships have been fantastic for the sport IMO and would love to see a European version introduced in order to increase the competitiveness of the northern hemisphere in the same way the pacific championships have for the southern.
My dream for IRL would be: pacific/European championship, ashes/tri-nations tour, World Cup, random tours. Over a 4 year cycle. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRMXRLXzNKVFBENF9IT3JfRFUzNnhMb01kR05JbWY5M19WQ252WE9FM1FTaDdheHRNNElMS041TnFTQjR5UXhJcEdub3NUR3NmZURUZjY2WVdXeWpTclE9PQ== | Z0FBQUFBQm9DbVhRQzFneXdWcHFYdjBMbUd1N1JaNEVRVXpfZDdrMHlseHRXQkRMLVh4N3hDOUJkMURQRllCdjRnekpQSkRXTEUwWWxINW5fSVVncmZ6LWJ2c3plbFFkWEM0dXJ0TnpGNW02enFPU0JvYmpUenVaY2hEazdJY2kzX1ZtcUp5d0VuTXZmZldxa09ZaHFidDRISThXcm16bmJRVzVVcDZBSXRpY253UGdjdlltcmpKeWtGRlVxbnBsT2RrRDJ4UVA4NkRKUnpRTXllOVdJNHpuT0FfakU3WTAydz09 |
My biggest issue with 10 teams is the fact they're going to use the 4/3/3 pooling, with the 2008 RLWC Finals structure being favoured (3 qualifiers from the Super Pool and 0.5 from each of the others)
IMO, if you're going to do 10 teams, take a leaf out of Cricket & just do two pools of 5 and at least give the likes of Samoa, Tonga & PNG their days in the sun, otherwise add 2 more teams and go either 4/4/4 or 3/3/3/3. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRTHdpTnNTbTZONFNrSmp6cU5wSm1IV1VLNGp2cTIyTG1jWWU5bGlUeXpCNklkVTlsZlZhMUhqUVpZZ0cwYnRKX0ExVXdpclJMRmJqbkZLNmpPMFA3OV9XNzh4VHJzUmxVU0dkN2ZGODM3cjQ9 | Z0FBQUFBQm9DbVhRNUs0RHIwWTQ2cFo4RmUwNWp0T3N5TU9fYi1ZLVJSUUphN1I4VXA2Mk5pZDhuQXZBQ05tWXp0Z1RJSTFzWlRqakJVRFk3dFFtMGFESldQUGNlczVuMEV3dnZsN0RQU0pLVzRwQy03dl9ubEZteG1FeFNmc1hUMUZNNkpIbkVTcU1BRDdvU3BWdlBPYTRod2pPbk5XUnA5SDg4ODlPTURBbnIwSG5GWURadGVPbjE4bEJfd3IzQ3lHWEpRbkJyWVFzSFJNUUkwTVpRaWdyOEVyajV5dXhoQT09 |
Yea I agree- 2 pools of 5, 1st place straight to semi 2nd vs 3rd from opposing pools for the other place in the semi.
To win the tournament you have to play 6/7 games seems about the right amount. Adding 2 more would be great but the other teams are so far away in terms of quality it just isn’t a good look for the sport. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRTFgxMzB2Ri1TMGdwaExUc0lYWU5WUWktSjd5TGZSVU1ndi1fa2ZnYW82UnRMV3ZfdXFsUm5WeDFkUWt3SVg3bEFRS19qRXJHT3NXSGFnS2Vldm5NOVE9PQ== | Z0FBQUFBQm9DbVhRRld6bUdfLXFjRVZWbVFxalUzYll4NFlsZ3M1bFZDMWQ5UElJc0M3WlpGQ2RPbGstWDc2SFI3NmFuU3FkNHBsbnBwUFFqY3g1VlZOSF91akU0dmJvNjduTklBNlR4Nl9valZSb2ZwTUxEZS1pS2wybXRpY25URjliRGtGbllidnJWODdMZlFjXy1IMnJUVGpUY3NhTGlwNnIwMmdoMEZpTXJnX2hkLXNDX21jcFMyakxmc0RTaXFpcS1RNWt5ZVlhR3hmWTRzZmgyOXlaOGdEN3g1SS03dz09 |
Are there any credible CLM tool certification courses, similar to OneTrust for privacy professionals? I’m a contract management professional currently seeking opportunities and would like hands-on experience with a CLM tool, as most of the roles I’m targeting require familiarity with one.
TIA! | r/legaltech | post | r/legaltech | 2025-03-18 | Z0FBQUFBQm9DbVhRdDhzQUpUaVFYcThySlVUUl9zZ0tBV2dDZ2VCZnFZM0s5OHU5WXFJVjNZQXVmMzl4Mmg5dzRwY2t5d1NQSjJubklPUmN0Z19ab3RnWDAyZnlPZDN4VGNmaExpNGdfTkg2dmZvemgtSFVXXzg9 | Z0FBQUFBQm9DbVhROGVRTWlOekppMUdGbHJsOThpQ2dDLXRYTTNVN1FzYzZ4OXRvZXZPUTZaQl9xUzYzTlVQN212Z29hMVpWV0JyUGcwQnRlRzFrMkUxOXpDc1VyMEdpQ19sbHA0XzZkbjlxeXhybkU3ZVZXVnB4ZEd2RkxCQ2FmS1A3cUhrdHZhcXZGTVRRVlpJSHR1MkR0aE1IUlF2c2ZNaENfSEV2eU5wV3BGMGt2YWNJS3FpZXNsbFhTbnB6NjU5RjhRNFJYZ0ZKN0NLMlJfSXpfNVFXVHJoSTFnQjNMZz09 |
I've ran into a problem with my neural network
I just can't manage to store it properly in the sense that I always have to import the actual script if I want to load and run the trained model, which creates issues in terms of circular imports. Am I missing something? Code is below:
def save(self, name):
import copy
model = copy.deepcopy(self._nn_model)
model.loss.new_pass()
model.accuracy.new_pass()
model.input_layer.__dict__.pop('output', None)
model.loss.__dict__.pop('output', None)
for layer in model.layers:
for property in ["inputs", "outputs", "dinputs", "dweights", "dbiases"]:
layer.__dict__.pop(property, None)
self._nn_model = model
with open(f"{name}.pkl", "wb") as f:
pickle.dump(self, f)
I then load it the following way:
with open(str(BASE_DIR) + "name.pkl", "rb") as file:
_nn = pickle.load(file)
If I don't explicitly import the neural network script I get the following error:
AttributeError: Can't get attribute '{attributeName}' on <module '__main__' from {path from which the model is loaded} | r/neuralnetworks | post | r/neuralnetworks | 2025-03-18 | Z0FBQUFBQm9DbVhRZ2JJUmhUZGtNWWdScmRlM0dJTl9WWGw4NnJTTHM4RTJZWFZLUVUxOThOVTg5SWRiOE9Sa2d2MWVaMEd3SHlmaXpndkZIVFZ4RlZkLTdvdTRaV2MtOXc9PQ== | Z0FBQUFBQm9DbVhRekNwQ0dRU2FuYXdRa1puc3lFdHJtOVFzdklxbVFBN0ViR29IZVM1b2ZWQmxkU0VuY2hPTzMtUDQ5SExybnhFd2tkWm9kcUNyb280U1V0ckVpbXlhRVhUam1vSjhwY0V4UDUwRTRodDQ1WF9PV0U0NjlCRnJROGNjSHdQVElQV3hxOU5QM1REdW9XVmRUNGR3Yndmb25rVDFUODhTNldpd2tyNTlTTm9remZWSS1MUWRqU3JnUXNqR3BJTFNGUS0t |
🆒️ | r/filecoin | comment | r/filecoin | 2025-03-18 | Z0FBQUFBQm9DbVhRQXcxckxfT1hYNFFyVXN2VGNfbnByM0w1Z3dIMTZpLTNxVU5XY0NGWG55WGtFeDVXeDNIVUlldDUtbEN0b1FIS2tFX09WVWt6d2NLMXAxUkpOcF9yUlE9PQ== | Z0FBQUFBQm9DbVhReW1pbXJnWjNUeVlmZHFtZlVfUUhHT0U3bWlFLUpQeUtweHNvbWJmU0x3VDkxaTBZaXR1M0Mycnk3eTRuZmVMY2FtandJLUZqOFFrb3NaTzlCOElWQVdFY0YyQjYwTDlZQkt5bkVlX3ZBMkNFRzNZcXBwaGlMNmdQb1VtNE1aSE1EMXBzdG1XWnU5V3BtUkRjMmw3REFIY0NvN2FLZ1Nhc3FHak10WktzaGNIdkxIMWQ4Z2o3TXBuWXFiajYwd0xQcWpacVFOOFlSdXhFalFSdzdPcEZRUT09 |
According to Coin Bureau youtube video ALL projects have to register to filecoin otherwise they'll get sued by SEC for running a decentralized blockchain According to public but on the back end it's centralized running on AWS | r/filecoin | comment | r/filecoin | 2025-03-18 | Z0FBQUFBQm9DbVhRNDFFcGt3bHBKd0pBa0lrLW9faGVxMGs1SXktOHFmLVJyUUtOYmxEZkJsTkd0YzhDeWZIR09EN3g4eGp6TkNoWlMwMjU5dWhNMG5ZTG9uNUVsTndTSlE9PQ== | Z0FBQUFBQm9DbVhRemZoQVpLMlduMV9XUE0wYWluRktIcnhVUzNsV0JOLWpYejJoTm9UQnhvUnNaZ2Q0VG9fWTNsRi1ZVS01LTFka05mS05MT2xLY0RWQUlsanRla0NqMmFQZElZcVhmTzdRYVRsbnZIb3lHdVNXeVhmUG51QXRHdnFaUkJPb3RVT0YwVWVLOTdlVWplQW1ScjF6TThpbEQyemw5dkEyM3A1cnNpYUtMMXNvY2haQ0h2bDQwY01EVUxMb0hUTFp0NzJhb0FnNWtBSVFSTlJfR19yUi1MRU93dz09 |
So there's no option of not coming to FILECOIN blockchain | r/filecoin | comment | r/filecoin | 2025-03-18 | Z0FBQUFBQm9DbVhRbEUxVGRFdDJGQUc2NGRlS010RVBXdlZ5SkVwRmFkQjBGNjR0aFhwNlUxNmJNMjVDWW1zbG4tdkQ5SFdDZkp2VHZJeS1lekhWdUZQdkowdnN2SFR6dUE9PQ== | Z0FBQUFBQm9DbVhRaFpZQ2xhT21tZUkyOEQzc09jUFl1RTRCaklBb0lObHA5a0VXVDhyRHpwYkpwM2stYWs5R2YtbkUzalNKNk1fWGVtUG5PV3dTNk9haFpxNGpxTW5ZWFhqdGZ3MFJPRjdfSUV4UWYyOEpLMExDc3BIV01yNkFYU3BOT19OTzc4dWR2QXZFeTQ2bE9nR3NjTTR2cHJtX0gtcVVyYjlEdEdnUVpCSWUwbWxrNU1GMGRYc1FaZjJNM0NVa1p6ZkE5dHM1NXhpekRiaGpZb2VjUDFRdDZ2TlJBQT09 |
We've really gone backwards from a qualification perspective, haven't we?
For the 2026 Men's RLWC, we'll have 7 nations take part in 5 games to determine the qualified participants.
For comparison, this is what we had for previous RLWCs:
2021: 17 Nations / 24 Qualification games
2017: 16 Nations / 28 Qualification games
2013: 7 Nations / 9 Qualification games
2008: 14 Nations / 24 Qualification games
2000: 6 Nations / 7 Qualification games
Such a disappointing regression... | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRVDQ5b3R4UmFvUjlnd2I2QXh1Snp0UnEyMWFpNmd1MG9ONVRsOEo2QlBTWEg4M05nMUo1SHUtTXJibW96eWV3Tk1aSjFZLU0xWGdGdHB1QWpRbVM2eWR5X2R2OGhYWjJxQ1VXc0F6NjBldmc9 | Z0FBQUFBQm9DbVhRdW5ER0RBMXlCUnQ5U3RNa3lTRldZekJiQ1c0NmxhUGoxc19Xa1JyRXBmVmktSklCUF8xVnhQSUJYakZUeHU4cEJXNGFWVGRqQ2NTWElMMXhZWk83V2lrTHJWZ3pFb1B1SFNsV1lURGtFMXh4Zzc0Qm1Zd3dFSWNWTmxoRGYtV0lkRnFlNEE4b2tDVnplZDVsSHlkaUVmUEZzcWlYaVZoSEZMeUZYTTljWlBlOWRlMG43SnlxTVRSUmhmNy1ZeUltOFFNaUVvczU5a0J1QWRGMG5lNnVpUT09 |
Why should any of us care about AI videos? What good are they? | r/filecoin | comment | r/filecoin | 2025-03-18 | Z0FBQUFBQm9DbVhRZGV0UnFKd3Franl4LW5UWGZQY1RHSWhfSVM0NVVJOFRHOXJYZTVhaGtKSnVHZ0p1NDRjeFVCRi1GWnBhUDVQVF83Q1RaTU1DNTkydHN4cHBVS0EteHc9PQ== | Z0FBQUFBQm9DbVhRYWtERkJZWU5kQk93UElQZzM3T0VYbzBvR3VBbkRBaHN6a2R4MktSdzhiajk5b2xSdWw2VXJxbFc1ejJaVHJmS214ZlJlaF9oY3EyTko0cENQZTlNT1p0cnpTUlJPOHQtRkFCc3N0ZkpxNXgycUNta0ZGVzJWTk9hLXc3M0lHSW15LVFadjBNb1FUcmJUdjRHNjZWY25SNnJSajRYNHk5VjlBbktuRXF3VTFMc0xaTllmSWNoTXJiSzc4bjR3b2NRU1ZyRWlWM051QnlBSnZlSzZIOE9Ldz09 |
Hey I remember that around one year ago i discovered this game about neural network.
It looked somewhat similar to the game SPORE at the cell stage.
The game made create your own neural network and teach your machine.
I wanted to get into AI and wanted to do it with the help of this game.
Does anyone know what is the name of this game? | r/neuralnetworks | post | r/neuralnetworks | 2025-03-18 | Z0FBQUFBQm9DbVhReXZFTDV2MWNLRkctWTBxdDNZeUJQUEhLXzFtMmMydUx5VzYwOTY1UmYxb0hfbFRZcVN0dmpYX2YyeDRlTXB1LXctWDFQMEV1YmxfWnRlOEw3aHQ0ZFE9PQ== | Z0FBQUFBQm9DbVhRR2wtY1d3MDgyRlVBaWdTSU41S3p4Nl9tbzRxU25KWmhmR1cydnBTb0ZLeG5QZ0ZqUkY0MGVxM19kTGhYWU4xRFlqamVtbG84eXRIemhVUnZYamxVUWRVVHkxdXNFc1paVk1MN0tWbk1TWGQyWml1T3VSZ3JINWMxUXNZWVhlek5oQ3c0cU9QRGN2RHlycnZWUHduYjdsdUY3MGNReDhQcmRXbkl5bkMtRHpJZ0gxcGg1Ukt6X3lRLWx6cUNJejFS |
This, but unironically. | r/rugbyleague | comment | r/rugbyleague | 2025-03-18 | Z0FBQUFBQm9DbVhRbEVqcWVJZGdGbWI4ZGlHSlctVWZQbERfLXRuY2tyMUozcWZKRE01emRPYW9wanh4QXFBdkVIaHZFV1BZcVVuUjdBczdaSjBEcG15b01kcnNNWTgxUlE9PQ== | Z0FBQUFBQm9DbVhRc0UxeGpkOTNHLUJSZTJLOHdoVVlfSGx3RFgzem5zUTMybjdVV0ktRXhQU0FLUXd6X1F5QVlvamthV2dmSG5hRWc2aWp3eGZSREtuYnpkLW1nWWVnWVJzdUhFNVkxc3lXT2JWMzhxRk9jWG5GLVBwRm43UG1rdF9EWGpQNFI4MnpDT0pGTHZBWEJjMV9xbFpPVnRLLUNWTnQzVUlxTVlpX2h6XzFwZFBtclo3MS13cDc0c1F4UHZyX1ZGZDhRNkFrWWJfWGN6ZUVDLUoxMDd3YklKNzZWaFZLQ3ZWVVUzQnpOT3FDOXcxckcycz0= |
Waiting for the Great Pacific Garbage Patch Groupers to be admitted to the NRL. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRN3pucXBrZ0pxSmRsQXVkU1lqeEhsYnpJRTVYZmMzSldDQlJ1R0pyN2pKcGZLdXlzR3RKLVFFUnpxVFUxMXhtSUtmNElxTnd2SDN2VFJBN2pWeS1jTnc9PQ== | Z0FBQUFBQm9DbVhRSjlhZlBBeXBnTVhSbWhna0pWWDJyQmpkaXk1U1VQZWRCejc1ODVDenFIb1I4dFVVbU1XYS14bTNqQUVzRHYxMWVUYVBiYXF3Q3M5T3NLMnA3ekdraHpQT1ZzUEQxRC1MTE9GQklpeE9wcGxlVVdPRERJRnoyaXd1cnNNUXpsMV9YZG9JUVdWQUQzUTlaRHF0Nnp0VFJDXzd4cW1QUUsyTF9SclFzRWNta04xbE5talNuQTlaS2VGcmhrN1ZxLVFpOGJmS2E0Rll3b25taWZvM1dpeXpkSy1hMTZKYThKNmZ4NFJsMWExaXBWUT0= |
We're fookin' massive, whoooo wants it?! | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRc0FkdDRVZEQtaUhUeS1zRW9vT000Zk1iOC0wdDRqYlM2UTZuai03SDNYYldaYWNRM0ZJUGlxb3ZNS2FHZXVOTEoxM2RQbV92ZnJLdlo3bTZBZGw3Q3c9PQ== | Z0FBQUFBQm9DbVhRWlBYNzVvVXlKTi15b3F2ZEs1czdNMEpDazBlVUtvX3VkbXhYd2huRlRzQlR1dHd2UlBMSTNkVzA3dlZLcHlnZWlDSG1ESEs0eU4tUS1mRjlVNkRkYlpPNktRWFViY2tZSWhFRjBsZ25sNmdJV3JFcnN0WDlvcXdZUXZ5N3FRUzBHY0Z6LVdJWU9PZnhOY1ZXdDN0TS1udDVDZWFEWmNQR1VkNnR3OGhJcWY3eWFIa0pxelViSE9jZlJSRzVfNGp4aXJQc04xcklYenIxY2ItWHRaNzJDc3lOTUZFb3VDZEhUdGVyaG40UFQ1UT0= |
All we need is New Caledonia, Vanuatu, the Solomons and Palau and we'd be world conquering. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRaGkxZHV4THJrWHZIY2QweEs4NVBwY1FraWpLNHpSbnRsblVVUlNUN2RDb3ZlOHNjd2xjbGpScW1GVVpxb3RSNFZXMmlwLVd1Vk0yRTIza2o4d0IzaVE9PQ== | Z0FBQUFBQm9DbVhRMUFheVk4VUV2d1lGOXhtMHNrenlSeVFrRHh4LUVWbUtzdDdJR3hoVUY2bTh3dWpNaE0yUVduWWxtTjhlWWxtU2JGVmxpYURtYWY1T0FTLVZTcEpuM1BlV01fZDhlaDgyV3U1cXlrLWJWMEp4cUU4Q1EzZlFCZnNpWlhoU3FEOFg2MFcwODdjWERacXFYaUhXS2VKZXY2RXg4TmpHY3pDXzRCeWpXLTZJRDQ5NE9vV2F3V2lkWjN4aGI2R3RCeTVWQWRYb1dmelRERU9tYWREZFRkM1BJQ1JYY2JyZkRjRUJTUV9oeHlrdmk1cz0= |
Fascinating. | r/neuralnetworks | comment | r/neuralnetworks | 2025-03-19 | Z0FBQUFBQm9DbVhRN0R3WHE3ZFFlTzU2RG5wQXI3aUZ6V2lmUEx6SVlQajhRNkplZV9TOS16X09XQXJiRzVBbjVvWUlZU3o0d1hibzRHN1ZGaVBEb1p3WXZTc3p6Y1lQVml5UEZJVU9CbmZxOTVyOGJUTHFxX3c9 | Z0FBQUFBQm9DbVhROUNkVUswSmpNRE11enc4U0w1cFo1VjcwMTkyQXR4YXFrZmE3X2RaSEhrdW9QemhXN3J6VTJCaUk2MDI1dmlOMHhaMnVjQndhWEFJeW5rMjhsRktoU2pwRnFWR0wwQ2lzRW5wUXJkaFY0YXdqbXREUEhCa1JfcUFzbnJQSzRjbnUwYkRSMUpiQndpVWVvR1pIdUFrczFDc01Balo2Q0d4MmhUTTNjYkxjVWtnRnNXVmFzNjNIVU4yMF9WN1JzUE1jMzBBUVVWU1A1Y2pxcjVDd01ILWVodz09 |
Are they going to start the preseason with a tournament called the Bali Nines? | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRSHNnbEZYcUF6SEVocVhwcE9NLTU2VmNYazlyTkJZMlNmX3h6MlAtcko5MGZOSG5PZXdtSUtzVzhnRW54cGx4MVYxRHprdmoza0EwMFZsT1J1Z3FWU3c9PQ== | Z0FBQUFBQm9DbVhRVFA4NmhLZnNqZVRNc1p6ZDhkYlZnMTg2SHBXa2xBZTBZRldsenZHUXVyVEh6QUhQX09ObkJ5WnpYSTQ4U0hralYyNjhWZE9OVldua1pSOWg1VXVLcHNKNldTUzdVZG83QXhJR0k3ZXJvNFEzMktrQVdjQlc2ckRINDNzZk1EWVJtVTFsQjVkUVpVUkJxNUlSWGJmM3g2OHRmcmc3amZ4TExNbGV3Njc4dHlyTFVucHVlRXVFanN2ZW1RNENDQ19YSFBvbnJuNTVCczNQYUE3Y3lqNkd4QWxGazFJb2lnT2htRzhna29yek94MD0= |
What If AI Could Predict Your Thoughts Before You Have Them?
Trust me on this, once you see it, you can’t unsee it.
But what if a machine, given enough data, could finish your thoughts before you even realized them?
| r/airesearch | post | r/airesearch | 2025-03-19 | Z0FBQUFBQm9DbVhRdTZsdHZHTWhIOEQwcEJFNW1pUjRsNzFYZGI0NC1JRTlHUlNyRmxRUVVkUkMwVHlPTmFNQVNPMENhSXNiTDQ2WWY0QTBDRUVoMm5zQmlYVXhtU0xBeHc9PQ== | Z0FBQUFBQm9DbVhRS3NxVFh2QzlFUWl0VkRnZGE4UXJONWhxUDlwZmR1R1FyUWhfYktjbjMxV2pBa3pqXzdYRVdXQ3J0ZW55M2JGRU1QS2U2T2NMNlZmbFNONGxWdmtWam9rMXlMdGZfTHBlNDN3WTBBeEJlTnlQVVpJNFZYZVFJc2JIMWNpZkJoLTRyc3Q2OGVpN0JwUzFfRVdYeXhBQ3NCbnItRWhkNzVDekxBVjVfSzNBN2psdWpjZDJjUG9ieUNUbGF2VDZYbXJEVU0yUnVFeXdqREd3SEpRZGt6VXZQZz09 |
On a serious note though, more needs to be done to get New Caledonia involved. They're French citizens, can represent also France. Eventually to a point there can be France v New Caledonia.
Same with Hawaii, easy way to tap into the US market and have a competitive US team, by having a lot of gun players from Hawaii | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRTTUyak1zR3hVVjEyd290SWZheWh4TmVKVm9tc0FFY055c1VYRW9xMmtveGtPVTRUZ3lYV2lXSWZ3akx2bUJ3M2gwRWktbk1qRGRvQTV6SDdnRnVqQmZmYlJpdXByc0VYMkxkbV9uUHdmLU09 | Z0FBQUFBQm9DbVhRcWtCTFZjdmJmRE9uQUt4d1NUUVp1LUd0dE9YNVhBUVZIeG9GUGdvbFl0VnZjWHR6SllqdEMwc29jOGM1SDFfX1FoeExVUE9SV0lXWlNVa3ZzT3RkYXc1NVBJYkFwbE5nVzlOaXR3ODBkd2ppZjhJeUluUG9HZ1p2cVY1S3VPcGxMX2pxVm10aDZQeklXVGpNVklCcXBBS05jMjMyN0I0ZWhBbzVySURjTGgweTlMV0kyei1yMmNncEt2ZlY1Z212OGFiVFdwUUltbEVrNDUtcjBCclNKckZpa051TnZhX0hPRFR3WjNKTHZqZz0= |
[https://www.nrl.com/news/2025/03/19/build-off-what-nrl-has-done-vegas-venture-inspires-us-tour-to-nz/](https://www.nrl.com/news/2025/03/19/build-off-what-nrl-has-done-vegas-venture-inspires-us-tour-to-nz/)
'Build off what NRL has done': Vegas venture inspires US tour to NZ
Brad Walter
NRL Senior Reporter
Wed 19 Mar 2025, 12:52 PM
The NRL’s Vegas venture and this year’s involvement of the Warriors has inspired an historic USA U18s tour to New Zealand.
The USA team, which features 11 members of the inaugural Young Hawks side who beat Serbia and Ukraine in last year’s European U19s Championships, will travel to New Zealand in late June to play three matches against local opposition.
The players and coaching staff will also take part in coaching clinics and referees' courses, while plans are underway for them to meet with the Warriors.
The tour has been organised by Vake Paea, who is the founder and coach of West Side Pitbullz – a new rugby league club established in Utah after the first NRL premiership matches were played at Allegiant Stadium in 2024.
Paea has been working with Ellerslie Eagles director of coaching development Todd Price, who is liaising with the Auckland Rugby League, New Zealand Rugby League and Warriors.
“The idea is to build off what the NRL has done in Vegas,” Price said. “Vake and his wife Latoya went along last year to the games in Vegas and that really sparked their interest in rugby league.
They run a rugby club in Utah, and they had a whole bunch of players who were keen to play rugby league after watching the NRL games in Vegas.
“They have got a good club with some great athletes – there are wrestlers, rugby union and rugby sevens players, and guys from athletics.
“The physical nature of league attracts them, and I think also the simplicity of league, with the parallels between four downs in NFL and six tackles in league.
“All of a sudden from an initiative by the NRL, and the involvement of the Warriors, we have some young American players coming down to New Zealand to learn and develop themselves in the game in rugby league.”
While the players and coaches are all relative newcomers to rugby league, the team has played in a number of Nines and 13-aside tournaments and were the winners of last year’s NRL Vegas Nines U18s tournament.
USARL chairman Matt Goschnick praised Vake and Latoya Paea for their commitment to developing young talent, with 11 of the squad playing in Serbia last year for the USA Young Hawks team, which was sponsored by Sydney Roosters.
Goschnick said the New Zealand tour had been sanctioned by the USARL.
“After the tournament in Serbia, they contacted us and said they just wanted to focus on playing footy,” Goschnick said.
“They want to give the kids a positive experience and reached out to contacts in New Zealand.”
The 10-day tour will begin on June 27, with the key objectives being to help grow rugby league in Utah and the USA, provide opportunities for players and coaches to develop their knowledge of the game in a tier one nation and improve their skills.
The USA Young Hawks beat Serbia and Ukraine at the 2024 U19s European Championships
The USA Young Hawks beat Serbia and Ukraine at the 2024 U19s European Championships
“They are so raw, but they are equally so hungry to develop in terms of playing, coaching and refereeing,” Price said.
“One of the things we have been talking about it is putting all of the young guys through a refereeing course while they are here so they can not only learn the game on the field but when they go home they can support and assist the development by being able to officiate games and better their understanding of the sport.”
Goschnick said it was hoped that the tour would lead to the development of a full 13-aside junior competition and develop future talent for the USA Hawks.
“We are working in conjunction with the LA Roosters and the West Coast Academy to start building the youth numbers up and we are actually targeting to have an international triple header in Vegas next year, including a youth game,” he said. | r/rugbyleague | post | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRdE9vSWJSdENVWnh1UGpVYzBaR2h4bUNsLWROR1VDSnluNFRObFlWMkdvZnZVNG5JVGxsVkZ5VENvTXRiTFdsLWY2NndFRU1VQ25WWGNHOVo1VWhienUyUWNqS0thOTA5cXZuek9TMzNkX0k9 | Z0FBQUFBQm9DbVhRdG15OGRmZGF0YVAwNnZvRUU0cW1KazV6WXp5alVzbHBKalltTWMteVNXYXcxN01ucE9WaWE4R2JNNHhMdmV3OHdoMXZCOThfc1BKZFdYTkpNSjhMRVVNU2Y1Y0xYc29heS0yMVdoT0NTRDU0WUcyZDJLWkdqSHR0WG1iSmFGRjR6ODYxSWlwSjN3NVdOa2ZlYTkxSjBCZ2l5OU5IRGRFWTZFZ2ZPekU5eU9qX1Y5cnhnaF9xR1FWbi1sVG11TFZZQWZ1VU5HT25GOS1ReDV5M1FhNDdsdz09 |
This is showing the value of taking these games on the road to virgin territory. I always argue that showing rugby league to a sports fan unfamiliar with it usually results in them enjoying it, we know it's a good product we just need to expose it to the type of people who would like it but aren't aware of it | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRMm5JU0NjZjZvWmI1cEwxMkJwd09FRW54d1pMejJHVUFLTVdXdXIwQ1hQNGJoajcwMEM3a3U2U2libUplUHctVmlKTEl2aVFZeWFxSDlFMDc0bC1Fenc9PQ== | Z0FBQUFBQm9DbVhRcWhWZW1pOXJpZEw2Tl9YeGdJcGNibk1TUkFQMVVOQ2RKYkdKNVZjUnlVMjZaSktxdXlQcXlLeTNXa1hUTDNqMlR4X3ZuVlM5aEY0a0pGYkkzeHRhTjlFc3FQbFJlSTJTaDcwd21ZMy1nOWh1ZzZ3bWJvbG5fOVVaRGxVSVdYQ1NLb09TRTllYjV0TGlaWXZLY0lBZVhkZjNCajlYR0s3NmE3WkJZRGJtQ1VlV05oWUZ1MDRfOWxweUR0VTBQbWFKeUQzVFdHd1FkTUxVUVhndmJPZGp0QT09 |
The NRL is on tv there as it's only an hour ahead of Brisbane. It would be great. But all I saw were soccer fields when I went there. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRRGNNZlp6anRWUndlZXluck5DdXhSNjdldjQ5MU5iZnN5cWZCNkZOaTRXeF9sdGRhZ01sbzMwQ1VwbngzbE5jc0o2aEdwQjVpZkFEb2MzelJtRF9COVE9PQ== | Z0FBQUFBQm9DbVhRWUVtSGl1VkZHXzlZcE1HWEg0VDNOamNNS284Y0V3ZkoyRVlZVEdBR2hieTlYOHNHWDJTbFJZRmxxMjV6RUZuNFVjMzdfUnkxNFRxUDB3NWV5VTBjU1BuLUZ5SDVBRkR2amNZcVdCbUpmMkc4NWN0S0VNYlZvM29VbHJaSnNmUldwWUxHLTUxTGJGR1dacjN3QzdfX0N3Nk8yS2FuUTVnbTNvRVNVN2RJLUw2TWZDN3lPYVRzanFQbGdQekNDeHJyVDZ0NHJhZFRXUWV1OW1ycmoyVVVtWFhCXzN3YjFpOExoSDlsVEFHTXZPQT0= |
Yeah.
On another note, I think there's big opportunity with wrestling and mixed martial arts gyms/dojos even if you just have them playing touch footy or oztag / tag footy, I'm not sure if you have that in the UK and Europe. Rugby league skills and comradery can help develop young martial artists. The hitting, tackling, wrestling, and aerobic aspect would definitely safely help young aspiring martial artists in their individual sport too. Would be good if Rugby League , NRL continues the 2024 and 2025 partnership with UFC (and Super League should too). But next year, demonstrate even stronger ties, promotions.
Even if they have shorter seasons due to the lack of team numbers and in the off season play oztag (8 players on field). One team plus trainer and coach can make 2 oztag teams, will help continue their footy skills, game sense and obviously fitness. We do that in Oz if it's not cricket or some other sport in our summer. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhReHRtSzFKSWp5NVVFdkpfN3ZINm9vcjF3UzlQbDJxV1huQVdpOTc2anZQY3QwM0ViVFdPX2pPa2VxS3BBZlllRmwzUVNvSlg4Zm5JRG9ibk8zNF9oR3NSY2R2SlpCdDJrV0JvMGxrMTFDbkE9 | Z0FBQUFBQm9DbVhRXzN6cUcteXY3U2JJZkl3ckY5dE5ESU1FMTE5V1FoRm9XQ2JBN2lmcWZZbGxqUkRBUmJSQmN0dVNITVNYOFAyUkQzcDdIdTg5VHByR2RqTjNhMXJnbjZ1cGFac193YVUxRUVNY2JMN3hoT0F0TGxmaE1LTV9HUExqSG43cjhGV2FndzhoVzI1N0REdGY4T1c5VjFQeXVScUU5ak1uYkVfZGVVcmN4ZlBwTW5tVTljN2lLdGFWcVJKTVVsXzl1S1FHQVp6Sk9RbGF3VFE2RUhzbUJqNmFMUT09 |
In Australia, we get a lot of overseas visitors and/or ethnics from backgrounds that only like soccer. They've had no previous exposure to Rugby league, maybe seen glimpses of union. People really buy into the sport once they realise what it's about, a combination of skill, teamwork, grit, technique, physique and fitness, etc, not just biff and bashing each other. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRc0puZVFrR1VWR19JRjN0c2dOZXlFTmd4ZWRFRkVvSzdoY3daYzNQdTlEbGI0ZnZvbks5UlNGLVo2TU5QOVFCTVhTSFVLbDBScDdoM0diZ2QzZHpibEpaT3VLLVd0NXZGNU01VVA1aXpKdHc9 | Z0FBQUFBQm9DbVhRUy1UalAzcXFuUnd1LTdWbzBIa0tWbmxZb3hXRWJHRG5hRmw3ZVBzQS15NWIwNG1PemdveFZlNTEyOEtncDkxd2VFSERRc2g1QnlLNkN6ME1Hcy1KSjJlOGxqZUJENFM0SmdiNVBmVmp1eGZiSnE4MXRPQ2N2TU5jZ1hfRHF4Y2lJaElRSmFmWVBSZFQ2OUs3czctQk9vZjFHalNtMENyVDdxTUp3Q1k4OXpWcjJ4cVJ4WE9BalU1OUVCTlh6UE1OekNfeHlhY3V2ZWZkNEs4M2hJanVOdz09 |
LVAS-Agent introduces a multi-agent framework for long-form video audio synthesis that tackles the crucial challenge of maintaining audio coherence and alignment across long videos. The researchers developed a system that mimics professional dubbing workflows by using four specialized agents that collaborate to break down the complex task of creating appropriate audio for lengthy videos.
Key points:
* **Four specialized agents:** Scene Segmentation Agent, Script Generation Agent, Sound Design Agent, and Audio Synthesis Agent
* **Discussion-correction mechanisms** allow agents to detect and fix inconsistencies through iterative refinement
* **Generation-retrieval loops** enhance temporal alignment between visual and audio elements
* **LVAS-Bench:** First benchmark for long video audio synthesis with 207 professionally curated videos
* **Superior performance:** Outperforms existing methods in audio-visual alignment and temporal consistency
* **Human-inspired workflow:** Mimics professional audio production teams rather than using a single end-to-end model
The results show LVAS-Agent maintains consistent audio quality as video length increases, while baseline methods degrade significantly beyond 30-second segments. Human evaluators rated its outputs as more natural and contextually appropriate than comparison systems.
I think this approach could fundamentally change how we approach complex generative AI tasks. Instead of continuously scaling single models, the modular, collaborative approach seems more effective for tasks requiring multiple specialized skills. For audio production, this could dramatically reduce costs for independent filmmakers and content creators who can't afford professional sound design teams.
That said, the sequential nature of the agents creates potential bottlenecks, and the system still struggles with complex scenes containing multiple simultaneous actions. The computational requirements also make real-time applications impractical for now.
TLDR: LVAS-Agent uses four specialized AI agents that work together like a professional sound design team to create coherent, contextually appropriate audio for long videos. By breaking down this complex task and enabling collaborative workflow, it outperforms existing methods and maintains quality across longer content.
[Full summary is here](https://aimodels.fyi/papers/arxiv/long-video-audio-synthesis-multi-agent-collaboration). Paper [here](https://arxiv.org/abs/2503.10719). | r/neuralnetworks | post | r/neuralnetworks | 2025-03-19 | Z0FBQUFBQm9DbVhRcXFpMHFHSVNycGpLd3hWNlA0R3ZCOFN1ZVhCaVgyRFlRWXB5LW56Z0pteWtORkhqOGVsTHdYSG85bmY2RXhxSmpaTkV0S1lzTWJ2SG9KbVhkMDV2Q2tDTktWV3lvb0VhZ3F4VFlEcnZ3Njg9 | Z0FBQUFBQm9DbVhRa0NfVFBZcTVNOWJ0NTYzOEtIekQ3aGZxdkVIV3hYOU9DRV84eHMtLUlXZVhBZDdEbTVsQzI2ZE02dFl5NlNCMk9YV01Sb29IZm1fcDNiWkdkQTdmNWtwSXZtb2Y1SnoyM0E5alA3Z0N6UW5tY2xIdjktT1FILXJDVFJvR1BzZzlPaVliMU9fRF9kUl9HZWdnN1pSR2trdERtd1JkUmozcUJ4S0U0S21jOTZSa1pUV0toakVzMjNOVHlHWDllNFdORnpOR0ZHRmlIOFphbVpfcmRva0hCZz09 |
It is a great advertisement for Vegas and League. And Aotearoa is the perfect place to get grassroots and social support. And saying that as an Aussie. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRRDdlcVpFcUFHOS12elV5U3Z4T3Z3VHhXWXlMVXFZT3VTbUp2RUE3VW9ZN1ZoNzJUVm1PdTVwamQ2eHl3SFBlQjlNamZmcUc4dld3c3NmeTNVcTRmaFE9PQ== | Z0FBQUFBQm9DbVhRSy0zQXBNMDVSLW9MUzlvaFlVTFhZYWxSWUZoYVUwdmg5SjFpWGl6REFXQllLLVhlSzdXT1R4LVdGTDlfZXFkS2R1bWpoRW9UMlc1UDlORzNBODl1TGJqSnQtZXQ0R3MyWmllcG9CT250Q3gxVmhSdXFvYUxya1kyY01HTm1hWGFoR05aX3BvcmliT0VPUW5ybUF6cnQ3ZjJWelpTMloxTFRfSjB2LVROdVdIVEc1V0dpYzAxVll3Z3RXRnl4QnN5bVFvazQ4bF9YTkliR1dCNm03SlU0dz09 |
Think that's why there's growing rumours & media reports ofwhy the NRL want to buy out the super league. As currently super league is sadly in state of terminal decline. NRL want to try raise standards of financial & rating state of Super league & international game (of course NRL also want to increase their revenue & profits too, so ita not purely selfless intent) | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRR2xJUGZnZ3dtMC1YdnNXbXZsR09fN2djQVhfcjdKWFkzSUk4ZUpzZThZNTllTFVqTWhjZ0lxSjhNMU0zUVVDWGc1SDRrLWRQMzdITk9QWGJ4STJMVElPelpKUUE2QUZuNm4wdVJQY3NIRWs9 | Z0FBQUFBQm9DbVhRUWU3dnd6QlpWZGpCOXZ6eTZOLXJ1RmJHQjlLeHdZOVcxbmxiaXVZTUhnU1Y1TmJrVWx1LWVOVkpaNG1Ibk9TLUM4M3F5LTl4R2xMeU9MVHBkc1Ayd0pBMWV2TFY4OV9jNlFIUXIxSHN0MFNnUnhTX2EyZ29ZM1o3TlVWWEl2bUstanIyOExOY1QxYV80cGZ0RGkzM1IxZDN6dWtTbjBEd1J4Ml9SWjM1OENwMV9idE5KVy0xUy1TWnF5RXdCVG92WlhlUG0zcjFkUElfUDB4ZTg4c1hYQT09 |
As an American, this is great news. The NFL is far and away the most popular of the “big four” leagues, and it is the only full contact one played on a field. Another full contact league in the US like League, Union, or AFL have a great shot at becoming very popular. The big hurdle for the NRL is educating the American public about the code. | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRRFBkZEVza0pHdXM2NzZLX1MyYmRGWnEwZG1RVjMxeHRKMFVTNzNrMktiaUp4bjVncWM3U3JzaHFsc2Fhc1NzdDdmRUhLNldqUmpMZnFsbmJXNkJnUVowR01sbjFfUkpoQlIzSGFuREhzOVE9 | Z0FBQUFBQm9DbVhRb2VhQlVnZ29aQjNyMDc3TkVYTFo1eUhSZnc0TERpbTVmNTA2UEZuUWVwbkJsdzVOdVZZLV8tVkVsYzNmS0JFOGFDVlBVWERjd2t6OHVoT0t4cXdZMnpibm9YeGtGOHdoQ3dRLWtQT1AteW9IOFM5SUtCNGtadEw1T2xDQVVITER6Y1JUeF8yVlB6bUUxdkdBeWx3YlNTQ3dRbkh4WDhfYUwwV1pVOTVWdEZpaHBoY0YxM1hOR1FlcnZYd3gzWUg5NVRWd3dPbEZuelJQNDdBMzRpQW1xZz09 |
r/neuralnetworks | post | r/neuralnetworks | 2025-03-19 | Z0FBQUFBQm9DbVhRNHBCMXY3bWtHTl9TR1hZSlR2TWNaclhSSmpxUmE3ZG9CRldfM3lqQVJSSHl0dWRLMlMzcUJreUpRMHY2S3pGQzQzV3VLSVVyQ1pTUWNqaUtJcVh0RlE9PQ== | Z0FBQUFBQm9DbVhRcmFxRWZiZTM3MGdCdllWWlkxTE5UUzVvV0FPOEhQR19NVlBLN1hCbDF0ZmtkdlFudUVlN1ZSbzYzZDV2ODVXQ3hLMzFmQmVRN2U3aUh0QjVDX2d3WEIzb05FT0R5Nm5JNjlGVklkSVpRZl9UNzVFOVYyVGNLdzhkdWFRdTRhOEJqend5LWo3XzVRS0FucjR5R3F1M2R3SjhORGp0bXZCYWFHblk1d2FuQVRBTFU5T3JyVENzNEloOUZ2WVNWUHlnbDBDR0ZwcnNfa3ZEWU9HZ0hiNHNPdz09 |
|
League is not massive worldwide | r/rugbyleague | comment | r/rugbyleague | 2025-03-19 | Z0FBQUFBQm9DbVhRa3ExTV91eW5LWW1KNlB0UkNNYWRFT0Q5Wlc2SlNtWW1BVXh4TE5fd2E4TU9MR1ZWUGJqdUNzdTNxcE11Y2YzTmtRd0Ryc3E1M2JIeVNVWm5DODV0Y2c9PQ== | Z0FBQUFBQm9DbVhRbTFVd1poNWtHeGxfb2lRbkRvcTFHRnBlVXdyaEI3VnpkQlBtR2gwbGN0bkRkckJnSHE0UVF6T18zbVlIMzVYWFlGc09sNHo5VHlSSUhaVmNqMF9ZNEdQc0YxS2M3eUxkSzVGenVsLUpDRTRaaUxnRXNUTFhWUG94T28xTWh4S3ZLN1ZCb3c2VUhyRE5nUS1yN3F1WFBvQVI1WHBrNkxBWWJpTjRZZnl2R2NpQ1BsWXU2Zm5aMGU5UDF3QktERjJDOTlsbXctSEpwTVZWRUcwS2MyRmdfNmJEVlAxUjU2Zmp2R2Qzb0EycGd2RT0= |
Unfortunately no, but trying to build a neural network, let's work together. | r/neuralnetworks | comment | r/neuralnetworks | 2025-03-19 | Z0FBQUFBQm9DbVhRV0RwVU5YVW1tdTBSTDgzdVU3Tk1URDMtd2dfVE5sS2tQdUItYmxNYl8xbnVpUDNsUUwtUDNzdUVSRk1NRS1WTlBhYUxqd0hYeER1YjNnSHBwMk9aOUE9PQ== | Z0FBQUFBQm9DbVhRNmR4NTdzNmxGcjN3SEE1a3pTaVJpeTNlRVdvRm0xOU00ZGFWS2wxQkp5eklOTVNRZ1VFQjFxR0M1am0zSGJocG1CVXdmYWVBbGpQdWZRbER3NTgtLS10ZURubjIwZ0NkbHl6U0RNc1ZlZTFqLV8tUDlwMGRpVmhqajBCbWNIRDE1M1E1eEtST0QyVmEybk1tVk9HdWMteDRfdzhJN2JiNTNiYUtYYktzRnJaQkVjNGQ4MXdGeGcweVVyOEd2R2Z6UXRGejFHaHlZTG9hclZ3aWJtNWxidz09 |
When using dapps like Uniswap or OpenSea you have to grant them permission to spend your tokens and NFTs. This is called a token approval. If you don't Abrogate these approvals, the dapp can spend your tokens forever. Take back control by revoking your approvals
Check Abrogate Dapp - [https://abrogate.info/](https://abrogate.info/) | r/ethereumclassic | post | r/EthereumClassic | 2025-03-19 | Z0FBQUFBQm9DbVhRYnViekNrRVk0Mk0xUi1XME1YRUhmN29Uc2lSdmhULVBxMy02WGFRY0FBNWNWNnRQTE04Qi1DQ3hDbndoUjhvdTFKbEhoMmIzclh0ZGF3TUhwaHFtSUE9PQ== | Z0FBQUFBQm9DbVhRQkpwOTRiZllXRVhYc3pUQldseDRJNGVHR2FpV1RVSy16R1pieDJLOWcxX2FaMEVGeXN3MUphNlhLWk5lZEJhUW40Y1BzZjg0c2VsdlE0Z0JxN0dTT3VYd2dYQUxrMTE5UmFXczFfMDJ0RVZzU2tCa1FveURmQjdxNUEteXZKbmFLLXRnRERUQ3FRdy1XMm1YRC1oLTYwVlROcElxVTFpMnllUmstbHNCUjBMY1EwdGRnd2g3eFk4VzBOdUNNUV82 |
[**LegalTech Sector Update (Q1 2025) - Meridian Capital**](https://macro.com/app/pdf/33617b7b-5682-48d9-90ab-b8b4b4e1aaf7)
**Core Concepts:**
* **Strong Growth in LegalTech Market**: The global LegalTech market is experiencing robust growth, projected to increase from $38.8 billion in 2029 to $65.5 billion by 2034. Legal departments are forecasted to triple their technology investments by 2025, fueled by increasing tech adoption, with LegalTech spending in 2024 growing nearly 4% points faster than overall overhead expenses. The AI-specific segment within LegalTech is projected to grow from $1.5 billion in 2024 to $3.9 billion by 2030, highlighting the sector's strong investment trajectory.
* **Accelerating AI Adoption Transforming Legal Practice**: AI adoption in the legal sector has seen dramatic growth, with usage jumping from 19% of law firms to 79% of legal professionals using AI in some capacity, and 25% adopting it widely across their practice. Over 60% of law firms are already using AI-driven legal research tools, while over 70% of in-house legal teams are adopting AI for contract lifecycle management. The technology has the potential to automate up to 74% of billable work done by lawyers, contributing to a 34% growth in flat-fee billing since 2016.
* **Premium Valuations in LegalTech Markets (Public + Private)**: The LegalTech sector demonstrates strong financial performance, with public companies trading at premium multiples—5.6x EV/Revenue and 19.6x EV/EBITDA for 2025E, with these companies expected to maintain robust gross margins of 72.8% and revenue growth of 6.7% for 2025E. The LegalTech stock index has outperformed both the S&P 500 and NASDAQ since January 2023, with 107.6% growth compared to 90.7% for NASDAQ and 59.3% for the S&P 500. Recent M&A transactions reflect the premium priced into the valuation with a median EV/Revenue multiple of 9.6x.
* **Strong M&A and Investment Activity**: LegalTech M&A activity remains robust with 51 transactions in 2024, representing a total deal value of $2.5 billion ($0.9 billion strategic, $1.6 billion financial). The median enterprise value for acquisitions rose to $12.8 million in 2024, with median EV/Revenue multiples reaching 8.5x. Capital raising activity has also been strong, with 426 transactions totaling $2.9 billion in 2024. Median post-valuations reached $20 million in 2024, and median deal sizes grew to $1.8 million, demonstrating substantial confidence in the sector.
* **Key Technology Trends Driving LegalTech Growth**: LegalTech continues to evolve through AI/ML integration for process automation, where AI could replace 44% of tasks within the US legal profession. Blockchain adoption is rising for secure document management and IP protection. Cybersecurity has become crucial, and 78% of law firms have established cybersecurity policies. North America accounts for 47% of global LegalTech revenue in 2024. Notably, the most productive firms invest 12% more on software and 41% more on marketing than the industry average, resulting in 21% higher profitability. | r/legaltech | post | r/legaltech | 2025-03-19 | Z0FBQUFBQm9DbVhRVU4wcjc2cmdFS1R2eXVycmVFSHFPYV9ySVRjYWpfTjlNWWREa080RFg0aWxlcGVDTDRQampLbVFYZzZTd01hME54VExoN3JlVHZ6ZWxUZFBaNHZVS1E9PQ== | Z0FBQUFBQm9DbVhRN2xnVFFfMUpDQ2hWY0h4SUN1Sm80MVlSekFXOXZkc2xRRmRhVFIxMU9rMks2MEVramxPaTNtczFDTG1JQU1ILTVubkg2SWtvZXhjSGpadDQ0VjdSbmpWUFZiUTNDMnkyWU9LZ0pCbmVXOG9FNk5FdmV1SWJaRG93Um9kYUtHTzdQOGlldDdlazJIaE1VNWdaMm82ekR2alpUMjNKQm5Wcm5GNmt5TmdNbEFhUTliYmJ4WGZqcGxwRFRacTQ3NTZlTkdNVmRhcFZZTmtpZkI3dlpJTFRTQT09 |
Pretty interesting when the Utah rugby league is not part of the USARL but this tour is being sanctioned by them? | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRYWcyekxoVHRGYXplVDZhZndvZnhfZ1hPMU5FUzBLNUxReTBlZ21Dc1FlV1Vhb2YybnRjbXVuajNha2JFeFVPZXl6Sm4wUVc4cnM1djBjNk1vWG9JQmc9PQ== | Z0FBQUFBQm9DbVhRdkY2NjNiOWFPcll3UWxHeU85TWl3ZkxiNWt5MVAyZFkwbks2Rnc4R2Fid01MTjFVekVSSlhUOVJ2aUY2S1NpbjZMcHRhTGtrQnN1WFNhOUVlenk1ZkU5bkxZMDlYbHN3eU9fU2Z1QTQ0QmVoN2t0SWczdzZNRThGd3QxaklzazJtNl9WTVpWV0dfUDQ0ZDFsNXNoX0sxTlJoRlpKd3JpVThncGtQVGQyaFowMFZpYUlCMlFyN2hLbzA4U3JuODBDbjBGaUNQYlBvRk80WWJ1dWowTFlpZz09 |
I'd love to hear how people organize case law... I'm thinking an index including citation and what it applies to, indicating separate columns... Id like it to be filterable so I have to keep the terms consistent. | r/legaltech | post | r/legaltech | 2025-03-20 | Z0FBQUFBQm9DbVhRb00xSnE2RU9TU3VIbWpYRU5OcDdCeGhERkVGa2NsUXE5dnFHVVNmQzJUTDlNZFVmaGkxMUg3ZmNHVXZfbzBsOEVUbmQtYWgtT2xLeG9qQUxVMTRHRGc9PQ== | Z0FBQUFBQm9DbVhRMG5fWWhQd3ZoaWRlVlBKcm1HRThkdTgyaXJvT25MLWVtSHZTWTQ0eTJyMXZ1aHRuQWNhVkszMlJBUkFaSkx2M0lEZnhyRHNIQ0xla3kzcVhTeENBQVdaVlNqRXR1N2hPM2E2VEljN2lJZ19IRm9JamtDMkhRaE9pcEp2eHBETHBrNGJpS28tb0FPMHZNZ0laVmlDbm9rYmJTYWNDY3BfWERtcW91RDlXYkE2WjYyYzhMem92T1FYa0pvVFhiWmRM |
U want shom? If u want shom, I’ll give it ti ya. | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRdjVQSEZycS02bmszM0dYUlBNZ2JZWDZ4VTR2VWlKVmNTYmxKTjV0c19FbFEtNWN6YVlhWFFsOVI5OUJFdldLMW5zZW14S2VLSlpsaHc4Uk9IVkY0dWc9PQ== | Z0FBQUFBQm9DbVhRQndGYi1naUJTRUNKNzUzNzZScHdyaGFBWU9WdDJ5SDNibU9mVDdUSzctQ3RVT01TQmNiNGM5VTVMUmRmS1VQWU84S29oU29hRE1ZTF9fdmYxUmtLUkR6MnhudTJGWW9aRWF6bHVuVlg3N2dkc0pYWjM5ZlNWaTdDd0VZMmJQWUZJNUh6MDFReGhsSFp6T3BYMlZteTF4LWtEWDNJM3R6dEczWUN3Xy02NS1yQjJaWUk4NEhza3lpMmQ3QXdEMzdOMy1qdHVFaEdKR0JsUlZZUkYwSm4yS2ItUFRTWlhYeVlTTm1feDl1SE5aST0= |
This is actually a really good point. We should lock down our strength which is the pacific. I'll throw in American Samoa while we're here | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRTnhDUDJfS3NuLTBhUUk2X21MZFZHZkhTb0NqNHZqZE8weGtvbDFuWVBLMkhIY2ZGR1Jsa0tSX0x0M0E1RThqVG9wSGxuMFVHLURfWnFFaEp6S1dDTGc9PQ== | Z0FBQUFBQm9DbVhRYXhaTVBFWndfcXdmTlJPVV9NRTY2cnJDUE9vWTI3NnA3MGNrQks3SnNEeUU0WGFhYnhUc0ZDamlzaXREQ3EwdTF3YkFFalFpa1B0d0VSUExoYnRadWNIcW5ZcW91dnJldFRYODYtZFdldE5vemhyZWp4ejY0ZGlwTXNCekxhdGJNRDJpZ2l5aDd1OGhXdE5FNkxHSWg1emdzRlFnYTMwc0syZ3ozSkExekZnMm84ZnAxM05CSWR0aW9BVURxXzR5WVdLWS02WjUxVWFOeGJLRU5RRUR3azJXeWdsa1hGY0l2N0hKUk0zT01Lcz0= |
Hi
I'm looking at different ways to facilitate an entity journaling mechanism as well as keeping track of different branches for certain entities.
I've stumbled across the temporal extentions for postgresql https://wiki.postgresql.org/wiki/Temporal_Extensions
However, without ever having worked with anything like this I'm struggling to overview the implications.
How will my storage size requirements change with this extension?
Does extension actually save me implementation overhead in the backend? Are typical ORM frameworks fit to adapt it?
Is this potential overkill?
Happy for any input by someone who's been there. | r/softwareengineering | post | r/SoftwareEngineering | 2025-03-20 | Z0FBQUFBQm9DbVhROEJ5cHRBQ0V4OExkS3J2dnRkVWlOWnA1dWxkWHlKYVBuVlpfZWpGTVlMS1o2cjFlUTlmQWxHYUU5WTNCRzNCeTNlZU85Umt3bVpPODZBMG1GZnBYaUlhQUhWYThOSW5Na0VlRmhYQ21KbVE9 | Z0FBQUFBQm9DbVhRZENBZ3RGRjJ2aENaOWNMekJZRUtRaHVWWDE5Y0JvV2hvM0VCRlhacWI0MTRBNDV5eHQzMUNBQ2EzUHJVZlFCenlYdzhCMnlpdTByTjloU1NvV25Yc3pwXzFETnFES2ttWlVyM0tDUVd2YWcxQ1NWdmxJWWltUUZCaUFwa0pVcXg0VHNDSTFSeW1EcktpU25pbTUxNFA3d24zUHpubEQ1NWEzWFNxbU4zRUpEY0p1ZTVlQV9OaDl4OEd0YWVwcC1lTUJJbi1BZlZZZVZNZDA4Vk9XenpBUT09 |
The West Side Pitbullz split from the URLA and affiliated with the USARL. They'll be the ones organising the tour. | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRZWszdGdSSXZNY2xyMVlFQmFlVlFHaFlnVXVoTld2TDgwWjJvVG9VVzVnLV8xMXFjZFRFa0UyX0U3T3dISFBSUWpHV2NhWVhIb056cjhmdjE0enBEbWxYNEFtTmtXMHN5R0lTcnZ0MC1qRjg9 | Z0FBQUFBQm9DbVhRSE9FcWROQ21EUHhEaFpyX0owSXZiaDFuczlITDJ2Q1IxcFpvbXRVWHJuck9najFyS0huaEpTeV9KdzB0NWtkTU5ZcGlwY1pkZTQwcEhvU2l2RzFmVHNXUm5tQ19CLUF3WW44Z01aZEtlU3RrMERGc2tQSF9FWS1nbmtUQ2dSMGpHTUtJMGFCOHhMTFE2ZzVnd01jWG9CMFlLdW1MZnNoQlZ2YUdDLTdVQjJlbUVkRTZ4ZWQtMzhBckF5YzhBbW56dENRS2VnNDZDTldXMWdmUl9sc0FBdz09 |
Oh geez. Haha. Insane. | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRRHVscFpxaWROZ2lqNjdRT0tVeXVvYU9wa0pIcDNjUzZNal9RemNZdG43Sm84LVp6ckcxTVF0S1JOSVhjd0lhc0RpT1VpZ1Y5V25GRWRYdnBvOHNfRXc9PQ== | Z0FBQUFBQm9DbVhRaDgzd0ZUaXVpengwWDBNUnRFM0VXUGV1RllueW15TXp6RG1ieEhCTi05VTJndU9RZldzNWFQaVl6MVBxSVF4ZGZLX0ZJZS1kUkk5aktRSWg3V2lJWUREYWZKWkhkQUtrUnp2aDB6Xzl2bV9wNDZ3b2tmSzdETXpFaHVEZllWclh0MUZTazNBM2R4NXh0c2sxZVhhUVhBcXRFSmViby1fS04yVTFiaWhJak9QVmtwazI1dVVmN2F3Ri1iUF9uVk84dVBmM0M0dzF4NTBZZGkwblZ4aklBZz09 |
It's just so Rugby League... | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRb2x5WUhaZWdoNEw4TVRlY3FISmxtbi1kNE9CWExuMGZHUWxPTVBTS2IwTXM3el95MHdsQmhTQVRyaWxjdEYxMXczcGxIQng3TURiZDBac3ZQY0YwZ1RWcnlLNzBJYmg1dmEwQnRrSDFPazA9 | Z0FBQUFBQm9DbVhRaGl2VzludXBGNjdSYTJsWFUyZjBFOWlXd3RoOEdsVl80N3FnTUxsdWg0eHg1dVRlcGdwaUdwQ1ZkZDZsT21vMFZYTy1yUVlNSk53OFZFMjRISms4N2tLamtGV05pQ01HNmh3a1pFX0VFUEkwc1JoSGdDcld6bGwtc0oyLS1CT2RkZ0ZCVzBqTGN6SDNiZzRsWkxoeXRGbTBfTkx4R3JYMVVuUXNzS1JzV3dVcmc2SFJOQ0JSU053dEkwYTY0TXlYemRoR3ZMVTlNQXlJV21LUThYQmY2Zz09 |
DeepMesh introduces a novel approach to 3D mesh generation using reinforcement learning with an auto-regressive process. Unlike existing methods that generate meshes in one shot or use implicit representations, DeepMesh builds meshes sequentially by adding one face at a time, mimicking how artists work.
Key technical aspects:
- **Auto-regressive architecture** that treats mesh generation as a sequential decision problem
- **Reinforcement learning framework** that optimizes for both visual fidelity and triangle efficiency
- **Graph neural network encoder** to process the evolving mesh topology during generation
- **Multi-modal conditioning** using CLIP embeddings from either images or text prompts
- **Three-phase training**: imitation learning from artist meshes, RL optimization, and fine-tuning
Results:
- 43.0% reduction in triangle count compared to previous methods while maintaining better shape quality
- Outperforms MARS and EdgeRunner on multiple quality metrics
- Creates meshes with more uniform triangle distribution, making them more suitable for animation
- Works effectively with both single-view image and text-to-3D generation tasks
I think this approach addresses a fundamental disconnect between how AI generates 3D content and how artists actually work. Current methods often create meshes that require significant cleanup before they're usable in production pipelines. By learning to construct meshes face-by-face with triangle efficiency in mind, DeepMesh could significantly reduce post-processing time for 3D artists.
I think the biggest impact might be in game development and animation, where efficient mesh construction directly affects performance. This could eventually enable faster asset creation while maintaining the quality standards these industries require. The text-to-3D capabilities also suggest potential for rapid prototyping from concept descriptions.
That said, the current limitations with complex structures (like faces and hands) mean this won't replace character artists anytime soon. The sequential generation process may also present performance challenges for real-time applications.
TLDR: DeepMesh uses reinforcement learning to build 3D meshes one face at a time like a human artist would, resulting in high-quality models with 43% fewer triangles than previous methods. Works with both image and text inputs.
[Full summary is here](https://aimodels.fyi/papers/arxiv/deepmesh-auto-regressive-artist-mesh-creation-reinforcement). Paper [here](https://arxiv.org/abs/2503.15265). | r/neuralnetworks | post | r/neuralnetworks | 2025-03-20 | Z0FBQUFBQm9DbVhRM0FYQTBKUDU4anFZZmE4T2RRTTdyLXAzWllUR1NBcnAzTW5Cb29xQzlVU2hxN0VjbFNFbFR1SXJvaTZ3RUpYMjNfOV9vd1QwTXczNTI0RkNHMXRxTGoydDdaVGVVTzY4RHhkTmdQWTJ5VTQ9 | Z0FBQUFBQm9DbVhRWWp1TEZYNHFabmdJY1BJcUR0T1hROWZUd191Z0tnRWE2bFBFME9yaGxkeDdaU2dyd3JoZ0NtQlFpZE1reUJOSVRFMi1YWVdIc2RONkNVejFPUUZEZVdOM1ZvMG11dU5XV1BHVVJTQXlydEtYZ196RVpRWWpsQVloVFdFSGM2V0hMMURqdDJVeEpDdlg2WjdkU3ZuWHNScXZna01hNkstR05MVmRMbmY0M3M0UmZxTi1fVXN1bmZrWlNlV2ZRQ2lxYUxOLU9Mby0xS2thUC1zbC05d2xwZz09 |
There’s no crying in Rugby League!!!
:) | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRVk1XeDZYWHI5WElDSzkyOVZ1cTJhY2lQcFF4MUNNUmRDMGFfRjRXNE50dHVyQzBNMmRFVzdFcDY0dEtyeTlCYm5CbVQ0a21XVWhjVDlNS1dfNWhzenc9PQ== | Z0FBQUFBQm9DbVhROG9CZUM1VTFTZFBxcDM0a0c1SDJYMS1yUkVBTkd3eVUtbF9tS3J6RnEzSmRtbXlhVjg5TlFHQTZJbFYxSFREc2F5aEtJLVk4RExSLVVDRFJTQXFxV3JKTW9lZWY0LXJKVENQSXFQVVN6Sll6N0d0LV9INlZyU2dwOFIwUVNrOGNFaWRTYnMxVjFieFJzU05KVWprRUhncVlTdXF0cGUyY1JyQllvT05yRG1VNVl3c2xfTTA4NjVoSUZFVnE4RU42NUlULVdZal9xZmtSMnBiYlhBbV95QT09 |
Exactly, how on earth is this a positive and something you'd want to brag about? | r/filecoin | comment | r/filecoin | 2025-03-20 | Z0FBQUFBQm9DbVhRUE9HdG51ek00eFZMSjctN1hMT1lhNmZhbWxvSTJNMVpQQTUtcVVSNzdmYVlXX28yelkzSlRNNV9DNGg5d2xxMkJ4b1hKbkliQTNQM0ZndWNzd19sVWc9PQ== | Z0FBQUFBQm9DbVhRTHJEUzBTYmNnOW9TS1RQMkJaYU9zNlJGcEJJYjlQWC04NFN6VXdfMHduUnRMZ2VDV0hwNy1KWExEM1dhVjdkNzg3Z3l2cV8yVDUxVWdjVm1xcGlFSURBYUVuQUF2c2pYMGs0dkZ1UEQyd256MVd4dGlLQjJwZVkwUWtUR0U0ZEZrb2EwNmgyaEc5Vkl5SDdqdzZkeEZ5aVBxdlBxT3VYSV9LNG5OY00xSTdEaWtEckk2RXFsNXFEVkZucFMyNzFBQ0ljLXhnYUNRdE1XazJ0dEVzeXpMZz09 |
fantastic news | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRZ2xKUDZSbzhjbTRKajM2aWowbDF0ZVRrSy1VQVJoVThFSF8ySmp3TTRYWDhvRXAzRjYzMl9qSU54SXJMaUpqY0RGc0REQ2JaMjRTNGl6enpTWVg5MUE9PQ== | Z0FBQUFBQm9DbVhRWElHSWZEa2EtbnU1X014UzZPQmlKbEdaZmltWWpqVlJqSm84X0JLMXpzWGNCMkV1ZkMzQmU5NTJCNDZRWERWdF9fTGVLLU82UmlHRlpmWVVDM2R5UUc3WUpSTFBYWU00bkUzckpuSkJ4ajdvU0I1QWhyaDZxQWwxSjdaVjdQOGxMRDlOVVpLRUhvYVROZ0UxN3c2aW1SVUxzU2Q5TXBOVUhEeGZQZ254ZjNsU2Z1aHlzSVpnRk40T1dHZUt5OXFlVFhmbUhFTENUOEdzVERGWVp3ak5FQT09 |
That's the joke | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhReDh0WFNjTW5uTk1qd1l2aXN3aU9lcDdZYlFwWGZkNzVDaFZjOXZmRkp6ZGo5eDBhRmVTUmROSFJncmtTLXhoMEdjSWh6NUZtSi1jeWhhR0g0WV9kWWc9PQ== | Z0FBQUFBQm9DbVhRSHB2ZWRWNFl0Qlp2dGgwNHpZdEoydUcwMGxkWDlEQUpsMmtXbHBYRkgyVTdEaXlIQWtpOTRLOUtMbEl0QUVmbTE2U05udnhieDdtZnpUMDhmNUhHSnh0STFaODloV01sb2Q1TEFXRm5aZjBiSFBRcjZCejVfS0lUdGJxQk1nN1RrVUVkak1RSUFCd1B2TjFhZzFUOFZteFhvMDN1NUxwczZzRGI2WUZZSlZ4bTAwUHBQelRaQmlaX3F1WFVEbkVkRmd1Rk5SWkdLM1E1S2pqVGdxMkdCaU1xMWN0YVl6Vms3cFRFNUV3V0tEUT0= |
Filecoin has MADE IT into the 2025 Ultimate Crypto Tournament! Playing Sui in the 1st round right now. This is a real tournament I run for fun. Last year Filecoin lost in 1st round to eventual runner up Theta
-“Games” are 2-day Twitter polls. The coin with more votes advances. Single elimination.
-https://x.com/UltimateCrypto7. Only humans may vote, no bot chicanery allowed.
-Spread the word far and wide as we determine the ULTIMATE CRYPTO for 2025.
Thanks everyone | r/filecoin | post | r/filecoin | 2025-03-20 | Z0FBQUFBQm9DbVhRNjVZREc5WUNkWDRqb1F0UnlVNzJjazFKN0tUYWFyMkE1T01hbUluUkYwb1QtckdoN1A1cDlhQk1aVVdPNk9NSUczOExYRjhqczJ5cW5NWWF6SDN6eGc9PQ== | Z0FBQUFBQm9DbVhRQm9VUjREOUFoaUMwMnpwcTJHRVBqN1JhTjl3Y0VTdGpFOWVjc0ZqOXpvTGwzYU9YVDlRWjBLMHcySG43dTczWFBpdnhkS3RYZ05JTmdWYW83QWh5ZEw2N29XRGplNTRXejEtYnBPT2twRXpqT1Z5OGRaa25tMklVSkxvNlB2V0dDbDU0UDFLUXFlTlFObGI5VWJGZjAtVHQ2Wkd4N2RhMlFmRTJDSnJQUWw5cENGcVBWaHI0WF85QnRzZDV0RG51 |
Ethereum Classic has MADE IT into the 2025 Ultimate Crypto Tournament! Playing Uniswap in the 1st round right now. This is a real tournament I run for fun. Last year ETC narrowly lost to Cronos in the 1st round.
-“Games” are 2-day Twitter polls. The coin with more votes advances. Single elimination.
-https://x.com/UltimateCrypto7. Only humans may vote, no bot chicanery allowed.
-Spread the word far and wide as we determine the ULTIMATE CRYPTO for 2025.
Thanks everyone | r/ethereumclassic | post | r/EthereumClassic | 2025-03-20 | Z0FBQUFBQm9DbVhRRXhVSXkxckNIcnl4TWdTZXNtZzJHNElYSjNrTU1QdWY4RXBBVWFrVkVxdDJjY1h1bWpRWEl5VHlMRU1ueTZlbmkzcWJOczM2SDlPZndISExsZFNMb0E9PQ== | Z0FBQUFBQm9DbVhRWTZwTTNOSUpma2RuaE5GdUVxOVFKZVZmaWN5ZWxNTE9nX1A1R1A3Sk9PeWJhUVEzbXVRQ0J0dXFDRllwcUdQYnZlLWtScHBxMDZNRzFEcU1VaGRCN3VoU25EWks1dnY5d2JMZmxJVTBSRHB3eTktdXVmcTZoTjJoU25CR19LNlU3TUdWWjl1LWNYbWtDcGtVSDZWZno4OGVwNVpwZmpsV0JKM3dDMzRVQXNoc3lyaW1xcUJMMjdDbFk1MlphMy1LQ0d0N3Zzcy15Mm9oMFdHNlVid293QT09 |
So disappointing that we won't see a round robin format like was promised.
The IRL needs to be held accountable for this. We were promised a men's and women's world series after they gutted the World Cup and it's turned out to be a lie. | r/rugbyleague | comment | r/rugbyleague | 2025-03-20 | Z0FBQUFBQm9DbVhRRlpSaC1HU0ZSenNCa1hrUnpiY3V4Tk1JZnRyUXE4SUE4Z05pRHIxYUtQbkI2MDhwdDFiU0lkQTRHVnUzbWFfVWtvUE4ySUI4UUVIRHdEOTlOcWtyN1E9PQ== | Z0FBQUFBQm9DbVhRUmUtTW1FbTZoNEpuS1pSZ2ZuODQ3ZHNVY1dLNXUybmxxQnp3eGIxWnduZmVIVzcwdUFpbWh2WWRRMkhacUk1TWI0MGltTFg1TW1OM0pwVFlBaWhLOEIyRFFZTWRJb05JdGxBNzVKUVFVaFJpdkE2X1J2YzFCTmtoR0N0LVNWUVRiVWY4VUt2bENLVUJNOW15QWY1NU5naXBzcFNjQ19haVJ5TVpaU3VDcFg0MU5MRlY5OHFQaEw0U0JaRE9zaVZTRFRKRnlBV2Z3aUFfZU9ndUdfTktXQT09 |
FILECOIN is one of the best future for Web3 and AI , blockchain industry! I believe in Filecoin. Dimond hand Holder! 💎💎💎 | r/filecoin | comment | r/filecoin | 2025-03-20 | Z0FBQUFBQm9DbVhRb0V5c1RMc01ib1AtQVY5NWpSZG9zS25HOVlQaVc2THhNY05VX21ROHdVT0o5Tml1ajI4UUpNNHZYV1ljd2xnWk9qeWxPdlZ3STdVczFMUlBtYXBTdnc9PQ== | Z0FBQUFBQm9DbVhRQVk4SFU4SXJuMDRncmtsRDUwNElET2EyQ2VFcDJ4Q2RDaTIyZjVjeWhSa0s3NVNrU1VKRW5CQnFfLTUxQVlmajhmVkQ3UnVyaFlqR1JaQkZpRVNDQ0xIdWxoZ0RSUFpRcWdNdm40ampUMEhZQzNxVVY5cmJYdmhackwzNmMyTE0yQ21KNlZKM2xyN3VXT05LUm5SLWNINkpsVTlWd0phUVNRUnZka1VMcktEY1hMWUtneDB2bjk5R3NXWDl1Wm5zZzdLXzREYzY2T0RNTF9VM0Y0eTdPQT09 |
Cool idea tbh, this tournament | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-20 | Z0FBQUFBQm9DbVhROGFDa0VJeHQ2SUs0cmkyTm8yVmJpMTFLVGJyeHhtTEpvTzA4UFQ4RFZRWk1VNFRNQnFwOTl4Q3QxZEo0MldSUjd2MEx6N0VwTDVTZmlBM1JycFpJMEE9PQ== | Z0FBQUFBQm9DbVhRTnN3SWNTYlotbHFYNUNpY1kyajdmRGYtR1BjMDI0YzlzQmhMM0tCUFpMbjNlQWFFdFQxSDVFeXpTbDFPV1ZPY1dhMUM2RVBwRDBleDJMYkR0UTd5M25DS3dfLVljbFMybDBicEtPWmRHZ1hRMmJ0SzJQU09oRlh0d2RMbnJkaHlSQzJmMFlZdUlmbWJycjh0bVNQUDNGcDhCSDRzLTJHSURZWnQwVUJCWlJfSkNQWmRVaXByMWdPNnBuVlk1bzl5QU1RV1M2QUUzcm52WlJMbDhodEIwWW5UeVNrR1hRR0pNWnRnU3JrTXNTYz0= |
I remember living in China and Filecoin was a huuuuuge thing there in 2017. At first I was like wtf is Filecoin? But then let's just say I saw the potential | r/filecoin | comment | r/filecoin | 2025-03-20 | Z0FBQUFBQm9DbVhRVmlXUUxhZ1NoMlY0N0N6a1pFSnNXaF96OWV5LUktMjdxeUxpZ2RzekRaVkM4amhlbWRqekZBMXRvUnVCTVFMTlI5TzVWcEdEWnRnZmpZdVRFeXFRdFE9PQ== | Z0FBQUFBQm9DbVhRaHhKOHdFVm9QelhHTmpCc1NRVlBDdjJZNFh4ejlZZnplelFTamdpdXpaZFVZUXNOMnU1ME14Sng4a20tRDBHRkR3MlhPT3Q4dGhtWGxpWVJLdVhEZ1lxNVdoRkJOVWxOMjltbGdVZmdyMjNjUm9oYUJVeHlXdlZ3NTJqMzNUaEF6Q2RUOFA4Nl9hNVhTYTNlRjlUanp5SDQ3TGFnNkZBVmFEVEdQZXB2UlFtRGlocXlJVm5nYVRYNVFadmtQZ3IxQ09NdzJfWG05em8wZWZXaURpTWFHUT09 |
Appreciate it! | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-20 | Z0FBQUFBQm9DbVhRN0NnUHRJVFplLTJmd1k2Nk9EQUl2UGtXdURBUTZWVWtqTmhFZTY4UmN4U1pJcW40eVd1X1ItOGlpSEk3dzlZdWF2MFJQa2owbzBaejNNU1JocXRFZlE9PQ== | Z0FBQUFBQm9DbVhRNXVCUFBLYXNFNEdNak9iSlNCN3V3VDFvNC04b3RScUlrQ2ZMZnVtQ2RHSlpnN1RyVVJYeTV6SXdMcFo0UjZVS1oxNW5GMXdDUUlaaFU2eVE2ZGFSSFJ1R1B4SVAwakdFaURteFlNVnVGSlVub3dsRE0xY2ZtWjNBTnhEcnJnNUU4YUk0Y1gyc1J4bFdiSml4bDRxVXhiTm9hcWl6U0RnRFdCVlZqLUVlQVpURUZfTm5pQnZCdWFGMTJTcWhuNmQxT0tIelVUUWhtV09lR29abUtCckN6ZUFIUEpTYWZNYjZ1WFZVVFNjWnB5Yz0= |
Especially F3 upgrade will be a key potential for Filecoin future | r/filecoin | comment | r/filecoin | 2025-03-20 | Z0FBQUFBQm9DbVhRNldQN2RZS3hCdVROTWlLVGFrUUJrM1NfcHRDY1RXWUREcy1NbUZHWmFyd1E0VUdIU1hqWUFtdGRfZGE2T21QcmtZbDdFRXduendLaXZZdkJ2a3N2X0E9PQ== | Z0FBQUFBQm9DbVhROXNhZHBja2ttNXRMRDVHSjEyWHZZeTlVNXFoRHJKYWZFdXp1WlBILTNQQjI3NHp1TnE4QVRjWTlHckN3RmI5b3VtcE1RRDRQZ1B5QlVtNmh5NHU5bU9Hc1BwWmp1YlVKZjFiM19MVFdqN2RHNnh5aUMzd0JVNTVmYVNGblVuRnZzODNPR2o4T2FXMEhObjRSSjRtcWdWanRmdkl5QlhXdld2VU5fYlR2SHU5VV9VdTVPdk1LZ0ZvSmNtcmJLbEpVODhwRTl3eWd5eE1aaVVkU3ZMVkUtQT09 |
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-21 | Z0FBQUFBQm9DbVhRUzViZ3YzbTB1cVhsYnBtZ0FISS1salVVWU9vUFV0bXBMNU56T0VBdDBsbGVqZDV0OVZ4MWQ1dFowaTEtVXRrNmd4bTJMVnhRa29JYUJSTThTRHNJbHc9PQ== | Z0FBQUFBQm9DbVhReWxFbXFUd3lYQjZfYlBnUnNodWltM2lkOWF1WW8yTFc3eWdpZVE1XzNubGtmR1pQc2ZWZUp0VHZsNTNVWXVycjVyblVYaUQwRklmWVVrVXJNV21iUUk1V3Q1QlVKYlJtdDVsN2lJUElLMUJNeW0wRThNemtrWl82eUJodXR2b0FzMkNlUzlDR19RVUlyOEZXVlVYU2JfdzBfQno3UDN6ZFcwX3dKLTdsYmw5OU5BNlJvZVkxRGl6X1BDZEFkZjczaENlR05VOVlpSzYtTGFybWV6SXVJcGRjWkZlYjdUeTRDeGdITVlZUHRIND0= |
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-21 | Z0FBQUFBQm9DbVhRNC1WV293M2ZnbmdlTlpEUm9oanhXdndDUlk3THc0d1phVGdJY3BsRGh3bmJlN0p3Umh5Q0w4ckI0VC1IblNwUWRLbEpiMll6LWo5WERqMnhEd2tBYXc9PQ== | Z0FBQUFBQm9DbVhRcjMwcDFQS1hWUG15U0xIZ2wycExNVUNET0ZpQkVJb0ZhOUVTSFNKRDUzU2xMay1LZmFKWXRlWXBncnB5QTAxMVZ5SlRLSUVneGxFSk93cWlBY252QmxLTWgzVXFzczhrT05QbWdpNGFxdnh4UldCc2FXMmpvam9nNTk2TXdEZkt0WkdWRlVxeW5JNDlmeU1Md3R5WUVZTjUwZlllcENmODZCOUt4MzlrTm41TkthbUNQRWJvZktNZWNSZWVvZnY3V29kN21SNGJjQVRkcjFFWDBOZnMwU0Rqd3RlMTFlN3J6UE5mSG1OT3ozMD0= |
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-21 | Z0FBQUFBQm9DbVhRTFFEaEtGTlAzakVXYXdTd0Y5UXVURS1xRjIyVXdmc3R2Sk1wdy1uSE1ZLXR4NGFfd0JVd3FwNXV5ZFJwb181WXhzTU9Ham5jdEYyWGw2Sm9fZXI3elE9PQ== | Z0FBQUFBQm9DbVhRY1d3V0lENzhLeVVnN3BkVWJNNWN4eHF3NXlmNmQ4WUFBcW1BWk4tOHhCeFIyZEczWkdodl9aNEFOdHl4cFRoTzg3WmpMRWtPdkdJZ0hsSnNGaUtZR1FNR1lQQkVxN3FEclE0eFNhVzU3blh2U2lNOEtVN3JzeHpYQkJScVpWQnJPMDZCTHZPTVBCdUNnZzNYSDFtM05selkwWVExNlNDbTZnS2lHZ1BBWTJvMHJmaG12aEp3SEdsYUVOOFpuN2dIYjhlMzl0dnZrdmdFYUFvWE1rT19HZHg3Z014V3I1VUlzV1h0dW1BTUxaOD0= |
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-03-21 | Z0FBQUFBQm9DbVhROWN5eTlJQXkyalJlOHdkUHR4eENkbXRUaTBRUzI0RnlyUHlZM2k0YW55T0dXYVBONUdRMWQ2Y2pVTmJTMmdZUWhvdV85cVlDTmoxQnBNVUlqQlQ1blE9PQ== | Z0FBQUFBQm9DbVhRU1Vabm1IZDJzc1VJbVNsRXBVYXVOVElGOUJSQVlfV0piTWdkdEFDdE4tSmNJZk5pNkVTaUdIRWxrbEVKN2RmUWVqNHpTem9OSzNJWEcwTEVLZnEwT1M5NmNRUXRWeDlLeGFjNVRDZUUzY0xuUHBWV2M5b0lhQXRpVjVEeVNRNlZ5SkUzaEY1eWJSeEVncDhRQW0zNElzVXktM2x2dU92STJJcWFrX0NxeEtCTXdIall1X2RpLWp4MTNCVTVQQnptbHFKWlB6TWF2OXhjN0xPWHJEeXp5dlVDSzVQR3hpVGRZNEpuaGVHRUo1VT0= |
Good luck trying to retrieve data from Filecoin, sorry it ain’t winning any competition | r/filecoin | comment | r/filecoin | 2025-03-21 | Z0FBQUFBQm9DbVhRNTM2Y1BFNDhRaE9MajhMdHVWaG1IZE5WUFdaY1RPN1djaU5vUTRxeGY2YkprYTJMSVJ5SFY2cWZSQlVEOVQ3cy1ybzZXMTNwZDhDeERXajFMdWFrY3c9PQ== | Z0FBQUFBQm9DbVhRd0liZkc4S1YwSnlSeHoybGZzUE9yQkU4cnowR3pQcEJRU3NBbVEwZnVxSUxVaThvZWdWS0hEU3p5ZHFYTElsUldPNXhPbkFsb0V3c2NiaFBPLThhRUtVRXk5eWhSUTJvOGVmVjhVTVZyNHp6Z3JlVjNMNThleWt4bkFRZ2xCTVgtWDE4ZC1QcVpGRjc0N3pNenZLOFJRMWtsOGJoQ1lVOVRyMXktX2hTdnZzcW00Z3ZwRjRjOUlMbXFrZGNxWUJ4cy1IcVZIWUw5LTd6MjA5NGdvaGM1dz09 |
Let's imagine Kim and Roger Ver sell their e cash BTC BSV etc for BCH
Let's say they got 50 billions dollars
Very curious to see how BCH would move...🤔🤔 | r/bitcoincash | post | r/Bitcoincash | 2025-03-21 | Z0FBQUFBQm9DbVhRLVI1bXpjV19XSTVBQmFmWXNWd2lmY2hQdTN0UExicWdQc0FwTnFfNlBUQnM1VlBVOVdoR1kwS3cyeW5jWlFTbVh3eDh6cWFhXzFhMGdKZzFDbTE1TEE9PQ== | Z0FBQUFBQm9DbVhRNHUwSndrbjZIYWgzQS1RVTIxOWJjV2dLSnp5MWRiVnhLQ2lKMjVUeG13WjdIU3Q2UkxycU80OTF1WUVERTBoelAySXBXSEdnSE41c0wxcW81ek5sekZ6VDVkMl9nLU9tRXR6aWxjMHdVTUZZWVY2LUVUY05paTBQWlVSWXM5NVprSlppNHR5aGpUTWxta1I4NXh0N1R3PT0= |
[www.linkedin.com/in/chris-adams-95455426a](http://www.linkedin.com/in/chris-adams-95455426a)
engagement dictates rank
ranks from private to general
have to pick a number 1-5
What is my best bet??? | r/airesearch | post | r/airesearch | 2025-03-21 | Z0FBQUFBQm9DbVhRaXhGWWVkUTlWWXc4RVQwS2pZV3NDZTVPZzE4RnI0Yy0xWEx5TE5TbkNDOHFSSWIxaWdNc2txTWF4cEhtRTd5bFExbUZEbElzS0k2STFYaE9hVXotQ3c9PQ== | Z0FBQUFBQm9DbVhReEZOWVNkcUxHb2dBV1piMmg4R0s5ZE9UTFZQb0JTZTZoTG9NYWFNRl9OUEFJcGQyVG1pc09lVjlmMmZtdXoweWMwdVJLRVhlYzhJT3lwTTVIOExkSTNvSURKZFFFYUFub00yZ0ptQWx6SklQTnptM0d5YjFjOVVYdWloN3pJSGdneVVBWWZFYUx1TUxneHZxQmswVnR2V3ZhRlllb05PTzVKa3Nhdmdwb2p4QnpPTlo3Ui1QZGFvS20wOFgybHh1 |
I've been exploring temporal regularization for video diffusion models, and it's surprisingly straightforward yet effective. This method enforces consistency between frames during the inference process without requiring any model retraining or architectural changes.
The key insight is adding constraints between consecutive frames during the denoising process to ensure natural motion patterns, significantly reducing the flickering and jittering that plague many current video generation models.
**Key technical points:**
* Temporal regularization works by adding a correction term during the denoising process that penalizes large changes between consecutive frames
* Compatible with both 2D diffusion models (generating all frames simultaneously) and 3D diffusion models (with built-in temporal dimensions)
* No model retraining required - applies during the inference process only
* Achieves 13.2% improvement on UCF-101 and 18.2% on SkyTimelapse datasets
* Most effective when applied during middle denoising steps
* Includes an adjustable regularization strength parameter to balance temporal consistency against diversity
I think this represents an important shift in how we approach video generation improvements. Rather than constantly pursuing new architectures or extensive retraining, focusing on the fundamental properties of the target domain (temporal coherence) yields substantial benefits. The simplicity of implementation means this could be immediately adopted by researchers and developers working with existing video generation models.
The trade-off between consistency and diversity highlighted in the paper is particularly interesting - too much regularization can cause "motion freezing" while too little doesn't solve flickering issues. Finding that sweet spot seems crucial for different applications.
**TLDR:** Adding temporal regularization during inference significantly improves video generation quality without requiring model retraining. It works across different model architectures and consistently reduces flickering/jittering while maintaining content fidelity.
[Full summary is here](https://aimodels.fyi/papers/arxiv/temporal-regularization-makes-your-video-generator-stronger). Paper [here](https://arxiv.org/abs/2503.15417). | r/neuralnetworks | post | r/neuralnetworks | 2025-03-21 | Z0FBQUFBQm9DbVhRWG1FbUNCN210TEZJY3R4cldhbVNIYmFRcnBVc1pzSTZOYWgtaDY3d3pPVFc4eHhQbG9sXzl5X3QyMC1OVWxGRHBNR2hPeVIwRUpPYVFfd3NVWkF0anNnN3pleTNxX25UdEZ6LWNYby1QZEU9 | Z0FBQUFBQm9DbVhRNWtwamVydVRGTXRldzBRcXFRSF9VcUdTZ3h6TkxDTkdJb3UtcDBNQ1B5WUEzdGVBQXBsTVoyemdKV0c3d21TeVYwNlpjSXZua3o2RTAwbXJ6MzUwczRCZ1BVaExZbnNNMTk5MF9QTUZPd2NYZWoxUXFuYUM4UC15a3JKZHBPN0pPUFBJSE9LRmtNcTFiSjN1MFlvQmp6b0llTVBlOTJKdV91QlFkbVgwaWI3cmFDVHJQZjM5bkNGTWRQYmRIWFNIXzRITHFpVlJZNlNBeUg5eWdzVjU1dz09 |
I knew you’d be in here causing fud 🫵😭 | r/filecoin | comment | r/filecoin | 2025-03-21 | Z0FBQUFBQm9DbVhRY20zdXBXLXJMWWRrNjNiUTVSZFB4R1RzNW1SRDlESmdoLXNuOElNeWZPLXlJblYxeDRxUVE1QnFjUzdzUk83cW9uX0ZCcEc5aDBVUWhFcnJZc25BcUthLThwN2R1UG9ueWR6SDV4RU45OWM9 | Z0FBQUFBQm9DbVhRbHIwVzllcWxOdGhFdVZfd0RBNmtUU2pSSG1KRXJWdlhHSUE5blNLdUJCQXdIY1lLZnNJUTdsUjhjT2h2VVlWMi1xb3dhTUZyZzFVc2x5aXlkYlNTQUhCUGJ5cTJHb21QMGZzdWZ2Nks2NFJwOUdLMThqVHZaUzdnTEJNOE5DQmJzUllYMF9Cd0I5X3lCSHVXdThOTU1veDZFY2VDTGRVbWQ2YnBsZVJoWmlsQjJGcmRuWEpoYlZGbnV4WDZMc3hIc2pLbmdBbmJTRHN5SC1kZnBvZVVHdz09 |
European Rugby League has announced the return of a multi-tiered men’s European Championships which will commence in October 2025, following a thorough consultation process with its members.
Nine nations will take part playing Euro B, Euro C and Euro D, with promotion and relegation in place to determine the group make up for the 2026 competition.
Places have been allocated into the initial groups based on the IRL World Rankings positions at the end of 2024.
Euro B will see Serbia, Netherlands and Malta face each other, whilst Greece, Italy and Ukraine contest Euro C, and Euro D will be made up of Czechia, Germany and Norway.
In Euro B and D, each nation will stage one home and one away fixture, with Euro C played centrally in Italy at Pasian Di Prato - the venue of the 2022 European U19s Championships - to accommodate Ukraine’s involvement who are unable to stage a home game due to the ongoing war there.
The winners of Groups C and D will be promoted, whilst the third placed teams in Groups B and A are set to be relegated with the next competition scheduled to be played during October 2026.
“I’m delighted that European Rugby League is in a position to announce the first phase of this new look European Championships,” commented ERL chair, Dean Andrew. “Our members were very clear on their desire for a multi-year competition framework, and we have co-designed the format with them which gives certainty of games over the next two seasons to further extend their international calendars.”
It is planned to integrate further nations into the framework from 2027, with the format also taking into account ongoing bilateral match agreements, Rugby League World Cup qualifying and the final in 2026.
From the early 2000s, the European Championships have been the most frequently competed for international tournaments.
**MEN’S EUROPEAN CHAMPIONSHIP 2025 FIXTURES**
**Euro B**
Saturday 18th October – Malta v Netherlands
Saturday 25th October – Netherlands v Serbia
Saturday 1st November – Serbia v Malta
**Euro C**
Saturday 18th October - Italy v Ukraine
Wednesday 22nd of October - Greece v Ukraine
Saturday 25th of October - Italy v Greece
*(All three games to be played in Italy)*
**Euro D**
Saturday 11th October – Norway v Czechia
Saturday 18th October – Czechia v Germany
Saturday 25th October – Germany v Norway
Venues and kick off times TBC
[https://intrl.sport/article/409/three-tier-mens-european-rugby-league-championships-announced](https://intrl.sport/article/409/three-tier-mens-european-rugby-league-championships-announced) | r/rugbyleague | post | r/rugbyleague | 2025-03-21 | Z0FBQUFBQm9DbVhRWDR1UjQzWUpvV2xmeGNNU2RWRmktc2h0eFplcTFsang0c2FFU1N2TmpRdVF0QVNTNklONEV0T0FXRDdmQl96NUNFNHF6S1VwOThGVzEtd3Y3X2lGaVE9PQ== | Z0FBQUFBQm9DbVhRVXQzMmVKS1UwLTU3TXhFb2ZIcmZKaGNERk02QXJzSjBBcGctMmN0SUhQdm5xZm5FM05odVRYQmstbGIwbW5XM0FSMnl1TzBOVjA1YS1mMExMcHl1QVlxRnI4NDItSHB2Q0ZwTzczbkFDRVlrMmdJTk1WUVVtOHZrTTVyek1zVFM4RWtmSl9rQzBCZmhsMkdTN2pNN0J3WkhyMFlMWWp4Q0F3UktqSXpPZXlHU25SQzdZeEJGMGtGZFdJZ0ZfSy1v |
someone (more clever than me) already update the wikipedia, adding this bit, which I find very useful:
In March 2025, the [European Rugby League](https://en.wikipedia.org/wiki/European_Rugby_League) (ERL) announced the return of the tournament for Euro B, C, and D, with the competition returning to a three team per division competition. Competing nations were reseaded based off [Rank](https://en.wikipedia.org/wiki/IRL_Men%27s_World_Rankings), with the 2025 and 2026 tournaments confirmed. The ERL stated its aim to restart Euro A in 2027 following the [2026 Men's Rugby League World Cup](https://en.wikipedia.org/wiki/2026_Men%27s_Rugby_League_World_Cup), with the top European teams unable to join earlier due to commitments in the qualification tournament for the World Cup.[^(\[8\])](https://en.wikipedia.org/wiki/Rugby_League_European_Championship#cite_note-8)
As I was wondering why the article didn't mention EURO A. So 2027 (long, long time) we will have a proper Euro tournament (if it actually happens...) | r/rugbyleague | comment | r/rugbyleague | 2025-03-21 | Z0FBQUFBQm9DbVhRN1hsNEdMZFVjQXFhNzZjUkg5TGJCdFhqdVFvZnFGMkgtR2tkYUJWSTNROVAwM1dJc19nNTFKX3BWY21fZndXSzFXSmYwaGVLTlplZnU5WjV0NFNCclE9PQ== | Z0FBQUFBQm9DbVhRZW1QRXZ6ZThQTTdWZlphMHBrYUFEeTFGb3g3aTUyMU9WWml1NWc3S29pbXVTZHhnVGlGUnc2MVYyZUlWUWpjWGo2MTJOSUtJcmtIWHNMNTFnczl6YW5JMVlvblJpckZpQktaMVJ1TkdOZ1U2eHVmSmRTSUdmb2lqSUFMdF9UNzF6WFQ5ZW1RT0ZOQkdCMWllUmxEOHZGT2VvQzJsNU1OYkZJUTNmVkRFS0twaU9kTEhrNENpTXNzdmFHcVJIYVRXWnRsTHhsYTJOTFM5NVlKXzBSdlNsdz09 |
any idea who will be in EURO A? (a part from England and France) I mean, obviously from now to 2027 could be a different picture, but if current groups are taking from IRL Ranking by the end of 2024:
EURO B has: Serbia, Netherlands and Malta.
EURO C: Greece, Italy and Ukraine
and EURO D: Czechia, Germany and Norway.
Where are Wales, Ireland, Lebanon, Scotland, etc? Particularly Wales currently on top of Ukraine and Malta and Greece... | r/rugbyleague | comment | r/rugbyleague | 2025-03-21 | Z0FBQUFBQm9DbVhRUEhaak56MzBWZkNPZU9aZ2IzbzBiWlllaHhXOGtSOE9VXzlfdExoeHk3dGRMRnhNMU94Z29MN2E4YVJ3OEpKa2xuOVd5YlBwaWQ0azJyNFAyanZ4RUE9PQ== | Z0FBQUFBQm9DbVhRQzNUNGQzOS1HVHVEai1aWUlzZmhpUHBPblBtZWFORlNyOFhQS1hua2RwUno5cENCZ1BNZEd2MlVEcnB6eE1tT0VFRXZsZXVBenhtU3lXNDhBekdEaUNCb0Rnb3YtMTUtQnBJOUNsYTBUZy15Vm54dGdKeE5XMDVtRnFDNGNULUJtdi1uOUpJNk94bzlySHdiRDI0UTNDdmNlSUNod19qd3E3ZWo3SGE3ZTVVVkpPTkpPbDh2X1FwVXJTaFBFLU5hZzFiSTJGMGl5T3VfWnFYMFRIZzRfZz09 |
now they should go and work with all the different federations to try to get a broadcast for each of those countries, and in an ideal world, NRL too, so it can be added to the conversation, very minimum could go into their YouTube channel. Present those games as a big deal. "Fake it till you make it" | r/rugbyleague | comment | r/rugbyleague | 2025-03-21 | Z0FBQUFBQm9DbVhRLXZvOTBIZVFxWllBcEd4VTJfd1RsOGRqYUJwZXRDem1obmJDdlBOeVhkenNrUWg2MVlsTE9SdXlzQXYyaElub1lsTGhGSVNxZF91czRMQW5sQmFnV2c9PQ== | Z0FBQUFBQm9DbVhRR2RmV2Z3VktGV3JrWGxKSFFWX2FiZTZjVlJMcnpjM09PQTZRa296T1BRN1dKTWVCa05kZ3EtZ0FOd2pkdTRJdXd6SF9raFJwRlVtbWM3d2hYT1M4NFkyY3ZUZW9MYS1GTDRmWXJ5MTNacFpqR0FySFQyelMzZy0weFZVLTdNUGNKaEh0QldiQWtpTWY2aVVwclJHNzJkTEhmZ2tJLVR3b3pJM1ZlV2RrS1ROUWNCcXZZWjlXVFlTV1JiRUUwVFJ1bVVaaVV1aWJVUl9RU1RTdEN1MjJ6Zz09 |
Hey! I recently made an implementation of the NEAT algorithm in JavaScript! It's an evolutionary algorithm originally introduced in 2002 by Kenneth O. Stanley and Risto Miikkulainen in their paper Evolving Neural Networks Through Augmenting Topologies.
This basically allowed me to make some cool visual demos showcasing how AI learns which can all run in the browser!
I just wanted to share this because I think it's pretty cool to see! If you want to learn more about the project, or see this and more simulations in action, you can look at the GitHub repo! https://github.com/joshuadam/neat-javascript
If you want to learn more about the algorithm I highly recommend reading the original paper or watching a youtube video explaining everything! It is called the NEAT (Neuroevolution of Augmenting Topologies) algorithm.
Thank you! | r/neuralnetworks | comment | r/neuralnetworks | 2025-03-21 | Z0FBQUFBQm9DbVhRblNRa3pIck44NzQwQ0hraXlfUGp1b3VHYmlqYjNLSi00MXJTMU9sN21iVjRxWVEydENMZUx2cTd4NUtxZndiRWJjcEwyaTBSSjhzQmE1Qm9SQWJ2aXc9PQ== | Z0FBQUFBQm9DbVhRVEYzNlEwSTNNT0lRQW1SNWI5YUtjNkdZOU9wM1FaUzNRRDU2SUk1NVRmNGg1Y0tjeG5jbGdpVDhRQjIwUUNVOUJHanp0TEhuSm4wY3paTEdGZkZjY0FDZkNfTkpGYzA1cmV0OUYyUUdDcWUtcmZOOWNTU0FVcF9oa1I3S2lYSk1rcGJRLVJQSGJrZzJmdHc4WkhjZ0FzMW9iN3I2QzRySGdORjFvdkRQb0FoaWp3T2x4MWh4ZlVYSUZoSkN2Z2F6dXBISUVzWkdSbWIzX0owV2dyNGNEdz09 |
Filecoin is the decentrlized storage leader of the entire world. It has already won. | r/filecoin | comment | r/filecoin | 2025-03-21 | Z0FBQUFBQm9DbVhRV3c3QnpIaEZjZW5UOE5hTlJGVVJfb1B5TmtDQkFhajdrdTZiN2J6SVZtWGluNnlNb29ObzdIeE9RaVFhbFlmZF9UM1hJTWVwYUFKZGF0SkZudGhLYUE9PQ== | Z0FBQUFBQm9DbVhRMklKRXpHdnFnLS1PbWtlbm92QmhBZ000VWExeHNZNzJXVGxSMVpOOEpERV9KVU1jcVdJYXFUWV92bXRkTlk2bW5uNkRFLW16bUM4M2N4YkdWbHQ2cXQ3RDkxbGxjRFRER3k3VUhJeWlpS3MwdEtURlQtRW1UNldaZVVXVHNsRFBDT1AwN3ljOHRHdmxpazU3M0VGU1NXOEJtYnktV0M5SDB6QlNqb3pHQkR5TXN2T0hiWWFUTnprTGtUVVVkMHlnYWV0aEZIMjktS1BsRTlITTJTVVJwQT09 |
Hi all! I’m an A-level computer science student, for all who don’t know that’s a typically 16-18 age range qualification in the Uk. I have to do a coding project for 20% of my final grade and I’m considering creating a neural network and i need some advice.
Firstly, what language should I use? I have basic JavaScript coding skills but mainly for games using p5 play library because that’s what our teacher wanted to do. The other option for me is python as I have read that generally it’s the most common beginner friendly option.
Secondly, is there anything hardware wise I’ll need, I understand that the minimum is 16GB ram and a GPU but is there anything specific? The model I want to train is for iris recognition for a system that works almost like a fingerprint id.
Thirdly, what’s your personal advice? I appreciate all comments, suggestions and inputs so feel free to say whatever comes to mind!
Thanks for reading all this, have a great day! | r/neuralnetworks | post | r/neuralnetworks | 2025-03-21 | Z0FBQUFBQm9DbVhRSy1IdHBpZS1zeF85VnBiN091elhNbnRjY2dqaURaZ2g3SHMtR2lVNWZBSWpxcEpGeFBTQjJIVmI0SFFTVmhkbE1GY3lwSk9PUTRGMUZBRW1Gd0ZoVFE9PQ== | Z0FBQUFBQm9DbVhRTUg5MFY1VFlSZlRiYVFQblJGdWpDWkdxS01xOWFoUzRTTWlOWHpfOWFEZldBQ29hYU4tYzBQenZnRDZWWjk4WjE3QnhjdTU4c00yZHo3dzlTVmZONE5kVEo3Q0ZFTG5WbUVicjBOZ2ppU0xtd3VEY2pWLURxNVFkX1hFSXNPal94VWpaRlFQbkltQW0za0Q2U0lBZDFnLWdOXzhxWGpsNlJSY1hrclhLLTdjN0hxTXFEWjlBOUhVaHY4c25FUGZlLXZOWWh4UE5iUk5nVkk0ekdLX3hRQT09 |
I like this format. Helps the game grow and rewards good teams. Hopefully we get to a point a little further down the line where they can expand to four teams per group. | r/rugbyleague | comment | r/rugbyleague | 2025-03-21 | Z0FBQUFBQm9DbVhRZXpFeDBqX1ZpTmhXaXpiWEw4c0RZeks5VDVjU1NDbHh2UzBNUjBBeE95MkhJUGJTdDFKS01NNDVKd3ljcEdQWHdMaTJULWtnUHpvT3pnS081c2ZpSVV6UEtYZGlUWW1sWkRDRHhSMTJDWTQ9 | Z0FBQUFBQm9DbVhRTDlNUXhabGFmNkJ1ZVJxcU5VWmFYbUk3OEpZYko4aXdHV1FxX2x4TlRDVkYxMXFPeUswV2ZHb2Zad3hLTEIxU3RpTC05ZVJUcUVHUjJ1R0lSSkpWemx2WXRBWlpJLUlCRHpya0tKaHAyWVktM1BBa2F0eDl3eWZ6ekxDMEVNbUZzbXJ5WmxsV0dwNTl2QUNtbjd4aU9UR1hHcEpDTXpncGppYWxsLVhtS3NjdTgxd1IxVFdLdm02RGJRVWZlRkVtYjIyMWF6Ql84RVR6dUpqbmlWMngzZz09 |
I like that is realistic, not warranted that will happen, as this is League, you never know. But seems doable. | r/rugbyleague | comment | r/rugbyleague | 2025-03-21 | Z0FBQUFBQm9DbVhRNXFkWUJDd3k4UkwycDIxQ2FLV180LWhjV1Y1cXVpbHhwUlQtLWhteGVrSlg1QW5GaGtqVEZXbzIzN1R1aFVrUG9hc1lYdllpRGoxa2JiWTRFeTZJUVE9PQ== | Z0FBQUFBQm9DbVhRdk1LTzd2QjNtSE1WQzQ4S2gtSnlfMWZkUWVuZGs1ek9PQWRFOXNUSGJ0TWU4MGdRemRVeGtBd19VNm1aN2R4WlVBMFMtSWxWVVBuZUxpX3RZSzR4YkZvUTk0em14akN3Tmo1VjRlNzFtOVREZmNkNHdMVmZ2Umk3cFlfQ1J4bi11Wkpyc0tCbGRON2NRX0JUTzh0bEg1SXpNRnB5M2pPZmN5eXNCb0xsNFF2eWFwOE5VQlh2Y0RSaElBTkhFWDBuQVBkSHROQWUtRmtwNFJ6RHNUQnk4dz09 |
Filecoin | r/filecoin | comment | r/filecoin | 2025-03-21 | Z0FBQUFBQm9DbVhRRXFWM0ZtLWhjWm1BY2xqOWtHZVZzNWRqb21qQzIwTXpjWk15eGZrRU5XZzhrRDZUQTZmc1pLcWdSQ1l1RlgtdXRQa21aMXhCdHg0VWM0UkJPQUpXRkE9PQ== | Z0FBQUFBQm9DbVhRbGdwS0Q5T25mbW85aVNxWTRKaDQ4RUs5dGpubXNQSF9tdjktbEV1bDRHejBnUHRYeDQwRzZrc2xZdHFDT1A3OERJdHVxR29oZW9BbUIzS3M4eVZQZGhtbFg3NnJMcTNqMmY0RVZMUFhKNUF6aXZGZW1ZbzBJSVh2RHp2TmJlajBmbU80TGdKampacGp4RUJ1alJNYXB5WHBaWnZKWHR4WTZpRTk3Vy1WdnhjS1dNajQ1NXFianFhaFZUNUd0Z3VjRFcxQVZMVFRZS3dHQTZMUUJ6RUFlZz09 |
https://github.com/ViciousSquid/Dosidicus
Looking for collaboration | r/neuralnetworks | comment | r/neuralnetworks | 2025-03-21 | Z0FBQUFBQm9DbVhRNTlBTC1jdTRwQVM3NUJ4MkdiNldSNVBLSzVhZ1RUbF9DYVpxalNOaFJPdmIyR3ZPaDNNWFhmczRSbWV3T0ZGaTVIQWhQUUlHOGxjWVRWNlhyeGxwNzRVVTNvdnBWbjBkUmlWSTB4MFpKcjA9 | Z0FBQUFBQm9DbVhRdFB2QUxQZWNHejVpT2tNaVVjczlxTjJJTGtmZ2M4d2dFaEdxQVRKVW1CMWxITmNOV0RZMlM3QVdyRktsakI3bXctZVFISjBOT2FMWGRxV3JCOVhRNkJSZEZVMngxRmRZX3Q3NE1iRXQ5UXJ4MU5IUHB3VkNMRkJ5WVY0MmpSWWJhbzVDZHp6S1RKeFcwRU5PdXlqeG52b2tHeExkZGJiRzBla0R5d0J2aE1XemxWckIwVFZjeDk1RmpRNl85V1cxMnNCNzRYMHFDWi1CcEVnb0NLWTNnZz09 |
Subsets and Splits
No saved queries yet
Save your SQL queries to embed, download, and access them later. Queries will appear here once saved.