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What do we think for next weekend?? Scotland doing Ireland a favour or France’s to lose now?
r/sixnations
post
r/sixnations
2025-03-09
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The issue is probably that England have gone back to penalties and territory punting, so Italy will be the far more entertaining side today
r/sixnations
comment
r/sixnations
2025-03-09
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The US government created a strategic bitcoin reserve. But it’s not buying bitcoin—only keeping what it confiscates from criminals. Markets weren’t thrilled. Curious to hear thoughts out there about this hands-off approach? Dan from Money Machine Newsletter
r/ethereumclassic
post
r/EthereumClassic
2025-03-09
Z0FBQUFBQm9DbVhRcE5KdFBHNFl2MTFsbHdtNVV1OUMtVVpMeFNqT2FEUFpIdUJ5dncyREJZY29QeGxRNnZXY0s3UUt1VTFVYTdsQVExVFJ4aks2TDJibktWWldWNkFnUnc9PQ==
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Because by buying it - he is signaling that the dollar is weakening (even tho it already is) + taxpayers might not be happy about spending $ on digital assets (whether we like it or not)
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
Z0FBQUFBQm9DbVhRenJhd1M1MW1jelhndlN1UUhzMDR1eHgzbEt4dURVRmItRk8zM0N3c2RMMTM2LXRab3J3WlBBZ0xwbUF5cFVwdUc2anpORFh0T0Y0VlNrOHMtM3pZRkE9PQ==
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He didn't specifically say that the government will not buy bitcoin. If and when the government starts buying, it will be slow, small purchases spread out over time so as not to affect the market. The real plus side to a BTC reserve is that the coins held will essentially be locked up, reducing the number of available coins for active trading. This should also help to stabilize the price. The other plus side is government acceptance and clear regulatory rules that will help bring in larger developers and payment systems such as Amazon. Right now, large corporations have stayed on the sidelines because of uncertainty on how the government will classify. Im hoping that he comes through on his proposal to exempt American developed coins from capital gains tax.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
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He managed to piss everyone off. Crypto holders get nothing and people who hate trump hate crypto more because he is associated with it.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
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They going to sell gold and find different ways to build a strategic reserves. They can’t just print more money which will cause inflation. Institutions going to liquidate longs and shorts ppl who playing with leverage and build the reserve. Soon you will start seeing growth in the near future. HODL
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
Z0FBQUFBQm9DbVhRT2VhOENoWGtNSmxvcmhXb3VlM0ZXLUtxVl9KVHZ3UXQxNTdobWl0cG9RdWpTUlF3RUZNemM1TkNITGlyaGU5Sk9feXRNeE4yUERvSE1lRXRTWGJmVlE9PQ==
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I'm a massive Hull KR fan and I love watching the NRL but I think it would be a lot more entertaining if I was not a neutral. Sorry that you're probably tired of these questions but I genuinely need a team to support haha.
r/rugbyleague
post
r/rugbyleague
2025-03-09
Z0FBQUFBQm9DbVhRRnZOa2d4Um1ydE9oOW0tV0ZlNm54SVNhRnd0bXRubV9ZOGxpTm9JUmZaeUltaExIbmVsbjVQc1dVLUF4MVlpbkJlRjkzeG9zNFY2SXI3bkJoUmNVR0pMVGtWY0I1VXRFck9TdHVWeVhkd3c9
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Well, the USA has more than ever one already.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
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Typical buyback event imo “the buy back has already been bought without notice to stop any manipulation” only for it to dip soon after revelation. Classic.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
Z0FBQUFBQm9DbVhRUU41UVJIR2ZjZXJSajdUbHBrdE9NcU02Mlk2dTdjajRpcEYteHVXNDFUREdsWld3M3pscnFrUlJsVjNuOUFkeHJmVWk0dkRMaWlSNE8zWlNpS2lBdVE9PQ==
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I recently watched a Facebook clip from the AFL addressing the issue of alleged “Victorian bias” in the competition. The comments section was filled with angry South Australian and West Australian fans arguing that the AFL is merely a rebranded version of the VFL and that VFL era premierships should not be recognised as AFL premierships. This is not really an isolated incident and the internet is full of keyboard warriors from WA and SA complaining about how the AFL was should reject its VFL past. Whenever a Victorian refers to a pre-1990 premiership, these same criticisms emerge, with many SA and WA fans insisting that all historical records should start from 1990. They also frequently express frustration over the AFL Grand Final being held at the MCG every year and the league’s best and fairest award being named after a Victorian. In the rugby league world, however, I have noticed that Queenslanders do not seem to display the same level of resentment toward the NRL’s NSWRL historical roots. I rarely see complaints from Queenslanders about NSWRL premierships being counted as part of NRL history, nor do I hear objections to the fact that the Grand Final is held in Sydney each year. There appears to be a general acceptance that the NSWRL evolved into the NRL, and the historical continuity is not a major point of contention. In contrast, if one were to visit a pub in Adelaide and suggest that Essendon won the first AFL premiership in 1897, they would almost certainly be corrected and told that it was a “VFL premiership.” While there is undoubtedly a strong sporting rivalry between New South Wales and Queensland, there does not seem to be the same deep-seated resentment over historical records and recognition of NSWRL era premierships. I also don’t really see that same level of bitterness over alleged “NSW bias”. What do you think accounts for this stark difference? I am an AFL fan asking this as a genuine question because I am surprised that your transition to a national league is rather uncontroversial and free of the bitter historical baggage we possess. Our message boards and social media sites are constantly flooded with calls of “Vic bias” and whenever anything pre-1990 is brought up it turns into a flame war by angry fans from WA and SA.
r/rugbyleague
post
r/rugbyleague
2025-03-09
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they have nearly 200k coins already! that a lot and it means they wont be sold, they will be stored away for a rainy day. That's some solid news. it might not please traders right now. but it pleases me long term.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-09
Z0FBQUFBQm9DbVhRbDRSX2k5WkhuNWs0ZE96cTJSSFRPUGctM0ZWamxEMnYtRlR6TWQwS1lNN0JQWF92blhaV2x6a0Vfem9FNWh1cTRsQm41QWoxS09MY3FsTjcwRkNHOUE9PQ==
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The real answer is that it's not allowed by the constitution for him to buy Bitcoin without congressional approval. That's why he got around this restriction by claiming that all of the crypto that the US government seized was now property of the federal government and a part of the US Bitcoin reserve.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-10
Z0FBQUFBQm9DbVhRbjBQUDF1NlNuek5CVkVLalhXQTc0RXRXQTBYZ3ZvV1o1ZktqRnVkeWk5c3B0blJWYUVOMUM0bE1vWDNpZFd4UE84X0UyeDg5bEx6VDZJaEtOMzZfRkE9PQ==
Z0FBQUFBQm9DbVhRclJvZ3EtYjEwTUxLTW5kbGE2aXkyLS1oWEpFdGQxd3NCWnBMLXlNc0lyY0FKWU4yVFlPdUFQdzZYcUlpXy1CaXJ4RkdqRFM2azgtbkRQR0doYzZmbUF4Znc2MFdsRnlRY2FrQ2xXUjg1cUlTejNXdTdJUDVQSFZvSVYyQTIwUEZZbXhZcTVZalpIc3kwXzFiSWxVQVFZaV90VHNTOHBFWVlhSEduRFV5WmdrV0hrTThUV1ZPX3VRNWRyekZXN2lJMm81ZWdBdUlrZTl3NmdCVUtrNFpDNzN5cF9rRXVVTDdnSU5xWUJMQkZVRT0=
I dislike 🍊🤡, however I like crypto
r/ethereumclassic
comment
r/EthereumClassic
2025-03-10
Z0FBQUFBQm9DbVhRWlpzVG01TVdIUlI4akFCR3FMTEllNE9zeEJ2WVEzWk1WNkhkUmhHcU51MVIxTnlrYVItR01lcGF3ak1EODZ4UTBkbGNJZFAydUtJZWFkZV95Tk1SaWpoYkVWdl9vazJtNzljcWdoVXJrXzA9
Z0FBQUFBQm9DbVhRTE5JcWdwMl96SndSMWcyZHc1OWpQTzV6ZmVGZGlSU3BUQkVyRzlublBLc19LZ3dIekVHQ3hmMzRVMTBBSFYweTVHZDRxOVAwYWhnOEJHLU1PN0VpUk9fZ0UxbWlseVBXMndmNVJLWk54OENkc19GQm1YVFI2TG5mTmxGZU9YVFBuZ1BMekpnS2VfRzF3YWU0TWdPVW9ZbF9UWnNBbWNNejZnMkNCWmlFclJSbi1GYXJXR2xuMVd5b19ENHRQb0dXZTg5R2VGZXJfQUpjNjdGRWhXeTk4bHNfT3UtcEJjU1FQTXg0dWlZZEpxaz0=
same. one has real use
r/ethereumclassic
comment
r/EthereumClassic
2025-03-10
Z0FBQUFBQm9DbVhRMTZzUUhBc1BYOGFiMzEyWk9DUWpTb3ZUQnB1R2RlNVNna0tFOHNIT3lNcDNrUnA5N0xoZ3A1MndGT2RKb3UyWktjTVRLTHpEQlIzZUZOZGwxRUdNTUJMUXFKVkhzNnpQX3FfNkhRTEtCN2c9
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You need congressional approval
r/ethereumclassic
comment
r/EthereumClassic
2025-03-10
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I've been exploring **Test-Driven Development (TDD)** and its practical impact for quite some time, especially in challenging domains such as 3D software or game development. One thing I've noticed is the significant lack of clear, real-world examples demonstrating TDD’s effectiveness in these fields. Apart from the well-documented experiences shared by the developers of **Sea of Thieves**, it's difficult to find detailed industry examples showcasing successful TDD practices (please share if you know more well documented cases!). On the contrary, influential developers and content creators often openly question or criticize TDD, shaping perceptions—particularly among new developers. Having personally experimented with TDD and observed substantial benefits, I'm curious about the community's experiences: * **Have you successfully applied TDD in complex areas like game development or 3D software?** * **How do you view or respond to the common criticisms of TDD voiced by prominent figures?** I'm currently working on a humorous, Phoenix Wright-inspired parody addressing popular misconceptions about TDD, where the different popular criticism are brought to trial. Your input on common misconceptions, critiques, and arguments against TDD would be extremely valuable to me! Thanks for sharing your insights!
r/softwareengineering
post
r/SoftwareEngineering
2025-03-10
Z0FBQUFBQm9DbVhRMXhlYTBIS2lxdW1FanhYaEZMa2Z1a1FFRmZUMkZFbnFQYmpNc0I3VVlYQTJQSTdvSV9WUHYtcjRackdGVmJ1X1lZVzI1dlVvV0daZlBuUF8zc3RPV0E9PQ==
Z0FBQUFBQm9DbVhRSHN6dXpVM0lPamdrVVJHWDk5bXhjam1KaF93cllSZlVmQ3BoQzVKVmpONkFCLV9JTFJfYl80QlRRMFI2UWstTWJxVGNpY0NlcC13M0pleVg3UXhSMmJ5dURCU3B3bFpNSWFvY0lhUGgtb0NzX1cwT1ZXelVvTHlaTHpndzBXYkE5aEFFSmNSQmlDVm1PX29nXzUycm5ibFRnbkZ5WVdSeTBMeGFEbldqYmdLbjEyMDlvX203VWs0RDMtVENWUkdKalRscnItbElnYlc4ajg2OHlQb3Q1QT09
So I’ve always wanted a quick Six Nation rugby recap for myself to listen to while on the go on a Monday morning. With the help of Ai I was able to quickly produce a weekend recap podcast episode on Spotify. Please give it a listen if you find it useful and any feedback is greatly welcomed. Hoping to do this for more rugby union games moving forward.
r/sixnations
post
r/sixnations
2025-03-10
Z0FBQUFBQm9DbVhRcUV0QVd3R0YtZmx3U0s5ZFBSNU52V2huZ3Z1UWwtWEl0OU5GU2t6N25wZXdTYVV6UGQwSGd5UWJ2QlZIMzJ4XzRFVFhzMEEtRnFtbU5ERjZfRDFTLUloNTlIeW5zUmhuU0MzUHl6TGFlY0k9
Z0FBQUFBQm9DbVhRX3V2U2xCLUs5UW5tMXEwd24tck92MGVRWHlibnVwOEo1SkJ5TUY4ekM0UjNoV2xMcldfSlh1ZVRTTVZ3czhScmx1dG1GMDM5Yk9TdWJibEgzRFZLdXlYRElVTGdlcGdsMDZuaERCOE1PQlRrU01BN2RlbmZCSTZ4NVlGUWJ3TThfWXYxb3ZSTW81Z1JGSmhBVXF2R3hOMkZTWG90SHg0a1lUVWVES29LTFE0PQ==
Shocking I know
r/ethereumclassic
comment
r/EthereumClassic
2025-03-10
Z0FBQUFBQm9DbVhRS1dxcThuOW14YXBlQlp1cmp1RlNNTHdHMklyNjRWVWFuLWRpeFVLVjJ6ci0yS2NNcXlidzhBcFZLRlZjVXdCSHoxdk5yTDMtMkNQZ2hNZVNjVk1lREE9PQ==
Z0FBQUFBQm9DbVhRMmNVLW1hMDVFTzhsLXJ1cUFFYVVyV2NZWThReTRBOVl0cS1vZ0NJLUFhOEhGbjB5RmlBMkpDQnR2XzlMSjIzWGpNY1FXeFNzY1VselpZSW84R2JuOXUxeFFvc0k2QjBHanU4NlF3cFgyT3prbDRZNUw3SWROQjhRTXNVaUlENEhyaTNkSzdfTnZmblJJUlVQM2Myb2haYXZHNUpkZmFtZzlEN0hjTnNxdWdrQ1Q5MVZWdXFsZ0ZtYS1ZM2dhd0d5b2Y0T0Z6TVBIRGpxbUF6ZF9JejItUjFXWUpHTVgyZnA5RTNvWVNMbEEtMD0=
I hate him too, more so with each day
r/ethereumclassic
comment
r/EthereumClassic
2025-03-10
Z0FBQUFBQm9DbVhRMl9QUUZubHFIVDNIRlo1U0JENXhiWFBUUmlKUE4yX3JuYnd0YWVsTFphOFRwZ3A2UzdWQm5ZcHZGcml6ZlNhcFNYZXZzVWIyd0k4ZDYtTlZ0MGthZnc9PQ==
Z0FBQUFBQm9DbVhRYTdETWFyS3hqeF9WTGloSmdFekNKc0wzemlQbVo4eVNkZzVFUjAxbHBQaXBWd0ZXZ0hqemhVaWhkaktDUHhONlJ6M0tKcGdFZlo4U1BRSmtLRU9qemc4dS1wWHI5dFRlY0h3UmkyN2d4alpFbkswM292bWdISFV3blZvLVRNZ2VISGFLTFQxM2l1a0R1a1BhMldnb0xvcXJyUldmZVA5QVphWDFmQkRPQmNWLXh4MlFzNXR4OHVTSXlCQ0tIM1ktdWFIZ2pmbXB5VGoyaUhDeFdfNFczSURBSzg3Y09sakIxTUZQNENwei1jMD0=
Best defitinely LBB worst Sam prendergast
r/sixnations
comment
r/sixnations
2025-03-10
Z0FBQUFBQm9DbVhRaWNFcEY3c0tITnNHeVdMLUItZTNuMHZUTXhyalZNSER5U204SEJvSVkxR25wM3VWRl9iaTJXUWdZRW9jTFRrVUk4NUNGVkJBVE9UVlhEeExRTWlWTkE9PQ==
Z0FBQUFBQm9DbVhRLVBUOTVFWHpXaVF1OUNaa29Kd3hobUtoQVBNWnQ3NzNIa0I4dXlXMWZuSEVveEpVakhfODdBREwyNDV4aTVCaHJKWG5oZ19YeUIwWWVxeFVLOTkxX0hiRnFNd0hmRWxXMVd1VHpnZmNDZFFPbjJnMzNFOEwzajNGOW5aSGoxQzA0LTk0ZExLbTZPZUU4LWhTbVV5eXhBbjM5bUtJNE16UmkyM2xCeVNtbHZFT2lPXzVXSXQ2b0lXcmcxV19vMC1qWVpFZi1OamZNSnByYUlfUzdJQ3R0dz09
Kinghorn has been brilliant for Scotland too leads six nations with 600 metres carries and offloads
r/sixnations
comment
r/sixnations
2025-03-10
Z0FBQUFBQm9DbVhRR3AzRHFTNVU4dDVKWEtjbFd5aTRndjVlYmREeGM0c21WMEh6UUpVeVBRbF9GU2Z3dWxyYW9MdHF4NW1GeFJtUnJHWXhOU1NhYjktaVlmZ0w1MlB6dEE9PQ==
Z0FBQUFBQm9DbVhRUWFQZFVKLXg3U3hlNGlCbklNbzBiclVPaGNaa05seWFieXQtaGVMZ08xdnRabzlnWS0zcFI3WnU4NFV6bVowWkRpYm9LVW9HOE5maHRtUzg4UXE0THhPckZOTkk0aFI3N1ItRV82eVZiTUhzTml1ajk5b2RVODBTNjRmNkpCTEFXb1FsUzZNQWVfNF9rTHhkcEI5UUx0Zkdvd0plWmUwaThOYWExUFk1bnFJN1FNbjVWZVRhOHVJNmlqY0lnVEVQX0FHVlBEV0lUTEt5Tkx0RHJyNTZfdz09
Hi there, I've created a video [here](https://youtu.be/Fv98vtitmiA) where I talk about the cross-entropy loss function, a measure of difference between predicted and actual probability distributions that's widely used for training classification models due to its ability to effectively penalize prediction errors. I hope it may be of use to some of you out there. Feedback is more than welcomed! :)
r/neuralnetworks
post
r/neuralnetworks
2025-03-10
Z0FBQUFBQm9DbVhRcTF4cm5zZXU5bTJ1VnVwdjZ5Mm5YdlFEN183eXBjcVoycVctalhkZ1dMWkZuVGIxNE9QeUtyZnBuQ0FhaHFlV21DZ1g4ZHlvWk0yQXlmRG5NZDBab3ZSb2V1WUxBZW9VV2stdjN3MkMxUG89
Z0FBQUFBQm9DbVhRa3J2eFo1aG1zMWhyQm01SnRSTTJiTkR3ekxtVU1CLUhMd25YTHhqZ0xOVmxSRlN0c2l3QmY5c3V2T21lb282cFZGbEhRRFhacXNxX3VQYWtrZnQxems5ZmlwOU1NQjY3UWRDRFBXUGZzWnFBN3FOc1dYNDdCMjk5NVFVYm9HWUN5RVF0enI1UjFGMlA5SEg1NjA5T0R3Ti1PcEYwY1ppN3NtUDZHS1d2cFliUDh2VFlRNkthMVpqOVY1RjBidUgt
I'm all for optimistm.. 800 dollars.. it had a 400 billion dollar market cap at its peak which is MASSIVE. and you want to almost 4 x that?.. i promise you filecoin is NOT going to 800 dollars not even close, not ever.. there will not be a 1.6 trillion dollar market cap for filecoin. I'm sorry to be that guy to tell you. hang tight for 10-12 and hope for a random pop to 20-40 before a sell off.
r/filecoin
comment
r/filecoin
2025-03-10
Z0FBQUFBQm9DbVhRUFhOUEthb2xrX01icVotUXluYllGX3JwazBNRmxsa0diS2FreTNwZldvSWotZWFlanNPRFV3bDFQQndBbF8yd014WTJWdWNVbE1xU3dlVjlBWUQwb0E9PQ==
Z0FBQUFBQm9DbVhRUUtCSVJiRGVOZVN4QW8ycEk3LXBlclFDNllkVlE4ODdtZldkeFRLM0xoc2MtYXNCdm1MM19OZHNNM1N4T2o1bUo3RERHYjFmNlZkU28zMm5MRHdtY1Q4VEhQRUwyajYwT000UnJlNTFqd1JDSmN3UU9lbXhXMmN5eDVkWmZ6REFfWVdPeF9CWVl4Y01UeFNBcldPNGNiMGUzdFNYVUp4N3hLVlVfR2pMWDNrPQ==
0.01 is the next stop
r/filecoin
comment
r/filecoin
2025-03-11
Z0FBQUFBQm9DbVhRMGd6SW81bDNwcEd4NW1NeWVJT1g0ZEFEREoxZE9Ibkk3WXA1eE1STzlqXzAyUVlrRG5lZlZDNXdWaGJUT0otUlBsbThiTWRodDR1QzRON1lCYW9BeWc9PQ==
Z0FBQUFBQm9DbVhRNlhYZEJ5MGNVX0s4cnNJMklxTlM4bGduOW1hZm1ZVU9kdko3M1ZKQjZqb0Q5VVpwR2xWdHFCTGwtSklSNTRvMDM3amZjaktJRldYMmJyeDBqdU9CbURpSGtUY2o1MFhJTUJiUldtMzRBRWR5WGtqbVFSVW4ycEhGWXdraFVGc2VZdUJ1NThVQXUtMUE4Q1NnV0hHOWcxc2hsbllsYjh0ZTJ0QTJRajdjZkppVUZyanJ0YkFlVlRaM1c0QWQ2bGFZU0xnazh6REJMa2pZd0tMalRvX1NHdz09
Yeah okay good luck with that what would you invest in instead of some shitcoin that came out 2 hours ago?
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRZ2YySGprTk5jUWJqVldDSnl5bUpMSnJ2UVR4dUdXMVpMSmtoMmdUS2piNG43YWRqdnlvN20xUlpYa0pKREdpX3F1MGstb3NpQmJqTW05QVZ5QTlEMVE9PQ==
Z0FBQUFBQm9DbVhROGx0ZUVSa3pnUlY0VXhWT0NTb09XT09oMEZ3T1pLdUxDdVhucUlGcmZFQW1keVN2X2JsdzVpYVE4WnZpNzNkTDJYWUk2aTFtQV9YNldQYklJM2M5cGp6b1ZiV1N3VngzMXNrQTlPU3ZKdFdnWGhGYlByR3lsNkNMR0JsNG5YSlpwVS1oUVVnczNiN0xMVXRDNFAyWE5oZV9SU3dUQ3BqV0hvSUVzRHdlZTFVTFVWdVlqU1VpSFhNWFQ5ZGxESGFaYXdvbjNqNTNpcTRWZ1NFb2k5WWZ6b0JVZUMyODFZbVhrQUhLZWpGZS04ND0=
better question would be why the govt would EVER spend tax payer money on a non strategic, risky investment. the answer should be it would not.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRSjR1eC15bDdwZnZRVElSMXpkbXhibUFSOHJuWGRob29TYmRpQWREdlpIMVJnSEhzT0VfbGlIeWhnTk9qb20tdXhOMzRMVkVjbzZvYk1NSHJsOXg5WERxalByM1FySHFUUGJuRWlFLWEwNE09
Z0FBQUFBQm9DbVhRdy1NM1pDOUhKclgtdW5yUmhJazRwZ3FUSFRrMzUzTHNoOGJEQjQ1TUxyMlh1NXdJLV9uZ0dSMTh6YThPamJZOVYwTW5UNmVHb2RoSkw5dTB4VnNuOVlMWHdnM2FjRlZwdV9RNlFLVXNkcmZFd3o2RzhMTWFsNklnTW9LWndlSUZVUm9pZHZvREFjR0NKUUMwaGJpQTR5WWpmWi04Q3ZscWVKaW9YTlVIR1FNcHlrQUdZMjZ0QVpyNGROcjBIWU11N2xCeG44RXFJakFjZTZWNWx3Z3I3Q29LYVZ6SVZSSFY4a3VtRUZxbk03RT0=
how about we also exempt gains on American company stocks from capital gains too? and while we are at it, why not exempt every asset with a gain, if based in the US, from capital gains? sure we will create massive deficits, worse than we currently have, but it would be the fair thing to do. right?
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRYUhfYk1QbkFXT1BhS1RzbXdTWnM2NlhHSFFvdkprc3BGbWJFYW5XU09iejVHREtCai1CTHU4ZXc4RzlaY0J1U29oX2VqdWE5ZGV3WHpoSlJSdm5UVW43OTVHck94cktZUzg2YlRfdkZMcGc9
Z0FBQUFBQm9DbVhRZWk2YXBpSU5QYjhhOUFyb2pxaWg5MlpSSkQzall1ZFBkV1A0MnRsbU5HbWNhbTVZMjRTSXB0aUh3WEVmdklLNzIzX0ZZWWRhTDRaREotRldHbmxBOWpMWmVPZkhzNm5fZk9MRzhPV3NKZ2RUTHRhVGlHQjZjOHpBMHo2allOUVhiY0JqeXpVYXo1eGx5cjdkVHUtM3Z5LW90YTJFY3lXRmR4d05pYVdBeGU5ZDVvc1pxRy1uVTZpeGhNc3Vwdks5bm1IZFhrbUFlcVloUUtoaVJ4cmJrZVJuNG9JMkF5UkFsd1VaaDdqblpUTT0=
Im sure the no capital gains on American crypto would not be a permanent thing. It's a good strategy to bring in more development and investors. The goal is for the US to become a leader in the crypto industry. Crypto is still in its infancy. On a time scale, I would put it at the stage of the internet during the early 90s. By the way, companies do get tax breaks when they do things that bring in more jobs and infrastructure. Cities and states compete hard for large businesses. Read up on the different offers cities were submitting when Amazon announced that it was going to relocate its headquarters around 2017. The offers where insane.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRVUI5UzB0Vy1nQ3V4YVZxY3djOVl0RmNUUE5VTXZsOEdVZ1Ewc1cyQ0F6YlU5ZmRxQXozbkJEVE9aSi1wOWNZWjBKNjZmS2RXcnVfR2VmeUpFa1p6Umc3MDBCUGNiSjc5RTExWmNIcERycjQ9
Z0FBQUFBQm9DbVhRdjA2VnJXaWJ1Qlo3aFNDcjFyVUJ1S2VmNlRwbUNCa0k4ZWpTemJUTlNPYWxUcVBhbk9LRXU1N0xXV1RzTXpRV2tQOFd4eExPeVJ5MEFtVUNKcFZzczlYLUtQTWJLMWNacDBab09wZEVYT1U3eGJBaFhTWXlha0I3U1lMQmdQYnFBX3Q4OHhrYWx6R3lUT29jNVVobzdxV3dLVXVvQ0Q2MHljVUhGMzh4WmlHSVd3UUxMTVYzT2x3RERjVjNFeVdpMy04ZWx0MUYxWEtUZ3VDRmZHMEVUcGdURTlJbkVkeTVCSVJldjZNVU0xaz0=
capital gains on profits for individual investors who speculate on assets like crypto is not related to job creation. but if it is, you could make the same argument for every (public stock) investment in every business. and there is no need to incentivize crypto currencies. there are new ones popping up daily. if you want to incentivize creation of actual data centers in the US, that would be a more logical comparison to local tax incentives. but what does that have to do with trading profits?
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRQ1dEOE5rR2NzX21kWDR5NEZzZ1hFbDZHV0c2a0dfQnZJZ2pzV3BpOUZPTFNEeG1rYWZtTlJ1MDRXV1hibWxER0hZMTVFd2NQb0YtdWVoN1ljZzlhWERvT2Z1OTdUZXNZTjBsc201UUFwSG89
Z0FBQUFBQm9DbVhRbG1fS2pHRWFLNExSWmVfTF9vRVJlX0txdVR6LVFVc2YyMnpxNWUzNTVnSGpIMVJXS1pBZk1WNGdaNVJaaUhzVzlwclpMNnFlY1V1R1RlUXBJdDhIZ0tGeE9FdW1NbTI4VUd5c2RxTXJfelRqSGNoZEpNc2V2bE1LcGhyNXo1aEZNUGl4RTRPZVRRYTRQS0ZJUTJPcDBjWkhlR3FkbU1JUHdOSTEza0JibnpZZU1IMXNfU1JCcUN4MktHb3hEWHBaUURaQ1V1aGJZMVhsSUNDQ2J3NzVPdE80TEFhbzBvNjFRNTlLcHJaOHVuMD0=
Are you illiterate? The language of the executive order directs secy of treasury to absolutely buy more bitcoin. Just do it in a way that doesn't require taxpayers to pay for it. It must be revenue neutral. If the gov't sells a building, for example, the revenue from the sale could be used to buy bitcoin. The gov't will be buying more btc. Everything else eth, ada, sol, xrp will NOT be purchased. If it is seized from criminals these crypto can be added to a stockpile. But right now only btc will be added to a reserve. That is why the executive order called it the Strategic BITCOIN Reserve. Everything else is part of a stockpile. This is all you need to know about this EO. You need to read it yourself and it can be found at [whitehouse.gov](http://whitehouse.gov)
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRRjZiYnNZRGU2b1BzVy1XUkZ3RXRyTC1jSGh0Z0IySkxJZHRhUkxlQS1UTEYzcjFHX29KT3BzUTk1c2NudHBzMlZBWTZUUVh3UHg4WTl2RXFoODkwTVdlZG5aRjNKbVdlUlJnaGNSNXloMWc9
Z0FBQUFBQm9DbVhRNV9Zdl81TTk0ZnpLM3kwWnhOU0QzLWVCa0RGcV91bXNlaXFfQmRjdWNZUG1wZ1dPWDhRUWU2dkZvRktYZWdlblYyZENUZ2tTb3Y4SmJ4a25yd1h0eDF4S2tlMXBjVHNORGEwQTFUSWNoMW80andqbzVxeUJFaDFqbUZHd09rQ0JzZFJnalZuU0JPV2xRemFuaWVkLWlsU3E1dWgtbnlNT0pWMmNkV3lOWUxWakQzUm5YdEctVVVKN3pfdHAwTi1OUTA1WGVDT0VGNm9DS1dWMElwNFRKVGlFYmhmTjk3Rk1XeFhqRkUzLUdaQT0=
They might potentially buy some in budget neutral ways! Curious to see what does happen with ETH XRP SOL ADA though - seems like seized / forfeited crypto will be added to the stockpile but they weren’t clear if they even have much or any of them already… kind of incentives the government to go after people’s crypto tbh
r/ethereumclassic
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r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRZmJjajZkSTlrVTExUWdhbmdhYUEtZndCWDRjQVFjMkRzS1RtTHk0S1pLUGZoOUJYNTRjTnBGUEpNNF9HRlZvZ3BQMVNMV3daQWRGazhjWnF0a2NBb0E9PQ==
Z0FBQUFBQm9DbVhRUTV6N2k0YVhIZHljVW5ibVd6dFJ6ZF9ldE1lMHdxTlBmMEloWWpfMHNhaHQxY2tQUHFSWlhvZkp1eG14RG5IYjQwbURJb2dGMWNPN3hnWDFYbnNGVlZyel92Qm11cVU2aVZxNTBZNUwtT1NlbVlDTWpVdDN3aWg0VUdGQTV3RG05Qld1ZGlDbjNwVzJ5WHlVYlRQUkEyMVlLcFZQOHIyazRQbkJsYkZXU0ZRcTJzcmtlNy1pcTNSNktnV3pLbG94dGRIWEdIU0JyY01UWE5rZ2dBTFF0ckxEOG5QT1VvdFdaX3JlUG9RMTBRMD0=
He is trying to save money, not spend more money. The US government has 1% of the bitcoin supply, and it has 2% of the gold supply, in my opinion 1% is already quite nice.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRVVNzTWM4WTV5Sk9POTRMM3Y5S0kycVlRZl9zenNHYnBWR3dxX1lXYi02UG9wRXgteHhWWTU2SDJXWEl6ZlhJOHhPWnpPdmJ5RXp0M0kyZnFZQVZGZmp0ZUFrN0dIanhfT013Mm05c3RrRms9
Z0FBQUFBQm9DbVhRdFpwTnVqYi0yZWE4blZJdGNBTmVZZjNIQnh6b0pHU0dVSnVEZUkxOXJjbEdLdGNGV0NxX3ZrcWFwR05Qa1R4elhoM21sdngwUkt4UThPOEViRkpGNVU2VjNWeWVLT1JqOTJibUdjZEd3V3JmQzFKSTJsRmw3U2xVbGpxQVVnazhKbGQyNm9aNFJMcHZBVmFsR2tBeGZqbzRYNHhaY2ttUFUzQzNNajVjaEcyR2ppelFySmNTWW5PLTV4T0E0M1QzeUVxNWlGSVcyT3JRdkN2NXl6cEZSWmNEaFdtSTFJNDJDZ1JYTnM2cW1sST0=
Smoke screen
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRTGt0bHVRTE1sYXNPSnZUWkZiQWVES2M2TTk1ZHhENzlVMzZPSmtmTmtlOXdZclM5ejY1ZDJjcU1GT1hJcHY0bXBlUkY1empDblFmbUJNb2RCOGF1MkFIWmZvWlRUYUxQY0dud2lpaGFtMHc9
Z0FBQUFBQm9DbVhRTmQyLTFEelVESFB5bFl3TVNpa1Y5UG8wdU4yUFlqSFBVZ2RfbXdOMUJHR2t5R3BNem5UUGtKcHZ2TGl5UGN3TkpWcDZ0bTZxTm45Um5PRDZhZ3M4QTlpZm1vYk5ySGhNUWlXM2FrZFgwcktFM1NVM0lOc1dzX0hTMkQyMXRCdzhtcGFRR2VfLVVNVFp5NmJka0VIMWg2TDZXeEhTdzNDRTJpdGxIY1JhM0syYy1kc3MteFBpTjVVYktuS0lfS0pscDlZeVFIQjU2NVhsMjVYSmZ2TjRaODJwSmFfSmpIQzVrMGFUdzRwNWotMD0=
Because everyone (including an idiot like Trump) knows that crypto is a scam.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRcXRUaTdBWmx0V2dWNC1iOEdjdnMwYlowWmxlbUkwQlNkTkctdWRUZzN2VWh1WTVqMHNhN3ZlYUR6UUc5QzNHUng2eVg3NE9lWVRlY2Z5MzJkdDRYcGFIU05rQUdTQkxCSXQ2SnZPeXNYeDQ9
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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
2025-03-11
Z0FBQUFBQm9DbVhRTHFSeVZVZmM1MTcydjlDcHdSajktNjJYRm1udkc5cDZod0dleFRtN1BPb24yY3F3OHR1aHlsWmZXU2R2YkIyTXJHS3ItS1JveW9VMFBQY3ZRbDZRSUE9PQ==
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Any details?
r/neuralnetworks
comment
r/neuralnetworks
2025-03-11
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I’m pretty sure if they sell assets that’s the same as using tax payer dollars to buy bitcoins.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
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That doesn’t make any sense. Anything the government owns is technically owned by the tax payers so it would still be tax payer money to buy bitcoin.
r/ethereumclassic
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r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRSUs4aE9IOEdlWlhrNFc2MUE0S1BNdy1qYW1ySHV1RDF6Z2o0c0I5VXVFTHVRNXktWXFpeUhpMWQ5bHRpMG54aEJsZVI3MUlieS1ScXlnR0FnRkZnTkE9PQ==
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Why though if they can’t sell it. There just going to steal peoples crypto so it can sit in an account and do nothing lol. It’s literally useless if the don’t sell it.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRTGNWT3JkLTZWTEFxLTMyUHFvLUR0LXdHbDJHR2tTeTJjYkpsQ09nMXhzdkx3RlU0aVBHT282a0VBdWo5d3hQcHl4M0xKWWtPUzdadi1NeWIwVEFhSEE9PQ==
Z0FBQUFBQm9DbVhROGpjYVlqVHNKS2c1WkJJb1lscTNncXE2cVNvRWdrZ0RST09mZGhoV3hwUko5M1AxcXNITVhSRmZUZGl3b0xWVmcyZDMyX1g5QTAxWnV4ZVJUV285ME9KU21tM3RkVmVFclZQZkYxTlRBNF9Ndy1ZSkV1THFNaVNYMFpnX013LVFYVDdIRWQtbnF1ekRoQTdzdWlMamVaVlFiVTh4WHFobGdBN1Z3RE5fMWtvSGhGM284aDI5aTVZM001UXZYLWtTVE5oaXFHWWJwd3pvNjUzT1kwVk83ZUFoNDZlVUpXX3VQbmlxQjhDSjV1QT0=
I'm working on a research project focused on CNN hyperparameter optimization using metaheuristic algorithms, specifically local search metaheuristics. My challenge is that most of the literature I've found focuses predominantly on genetic algorithms, but I'm specifically interested in papers that explore local search approaches like simulated annealing, tabu search, hill climbing, etc. for CNN hyperparameter tuning. Does anyone have recommendations for papers, journals, or researchers focusing on local search metaheuristics applied to neural network optimization? Any relevant resources would be extremely helpful for my research.
r/neuralnetworks
post
r/neuralnetworks
2025-03-11
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They don’t sell right away so value goes up and they sell it much higher - that’s a crypto or investing basic … if crypto outperforms the USD they generate a lot more money
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRUUtaeFd5dUdQOTFpeVB1M3c3TXZ5ZEpSSXdmU09SeHc5WUV1cG5zQTdEal9oTVlINkxUZS1mbm52ZFdnZHYzeW0yN1EyNTd6c05tOVowYk1TN2xqcmc9PQ==
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Because non crypto tax payers will lose their minds. No one who was thinking clearly thought the government would start “investing “ in btc. This is literally best case scenario they stop dumping crypto they’ve acquired and become long term holders
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRcHJvN2JQZ0NhU1RJTElfa0pKdF9CNVRwWjR6bmRqTnhxcV9TcG43NXJJUFQtc2dsN3hTYk9VSHVqWWhFVFJuY0xqcHNGUEFpTDBoWmhrbnI2dlg2QWc9PQ==
Z0FBQUFBQm9DbVhRQzZYaHNra2hNdFRjVEZvUFNHUlVuMkNEZHZ5a1NieHJ6LTF3a0RmNWViQ0tGbGZreEk4cDJpc2hab18wVE5aTzBCalA4SUlVaHVKdVdNaUhVTTc3ajlHR0RRaVBUclVqeHdiUExEWE5NWmkyUzhId2hjU25CWktQdTA2S09kbGxMRjV2TVd5ZlpWLVl2c2RwaEZCdF83dDVmT0UwRVBMdXJmWGZjV25RaHZSVEU3U2ZiVlBDRHBmNFFOS3hQVGpIVDdvMGhEWlQ4TXpPQ1F1S3E3MHNuZnBld1hSSFdPcmNYd08xdmRWTjhoUT0=
Yes but btc acquisition would not require the expenditure of new money to buy btc. If during the fed gov't budgeting process $1 billion was a line item earmarked for btc the $1 billion of additional taxpayer money would be spent on btc. This is not allowed. But if gov't sells a building or some of its gold or new oil leases this new found revenue could make its way to btc buys. I'm confident this will happen. I can't explain it any better than this.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRWlFkOFRfSjdfZW9HNDI0b181dTY5Z1Frc1lyQVZtODVWMXlxZFJROW1hamNwNEo3blJDSUlTeUh4UnpPUEZVRGhHNmlxUDByU1U0QkRkSDgzUDcxNllzMUNZR2Z0bHlKNWo0ZkpWMk5TaEk9
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This blog gives an introduction to pooling in graph neural networks: [https://gnn-pooling.notion.site/](https://gnn-pooling.notion.site/)
r/neuralnetworks
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r/neuralnetworks
2025-03-11
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r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRdUhTcm9ocERmanYxY2xJQkhNWGZTS2xQQkdtVFNKS1ItdFJka3dtd285WTl6bXJRdlFHNUxJcGVObXJpd1JoUW4xVnAyTlY2b0ptc21KZVppMkpFOHc9PQ==
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Do these legal techs companies train their own models based on a large volume of documents or is there some other method (I assume its some combined approach?)
r/legaltech
post
r/legaltech
2025-03-11
Z0FBQUFBQm9DbVhRajItZWRZTzlZTXNzZGVyRTgtU0J3MFh4c1gtNWhwNmxqOEMtRUxTUlFpWFlQQld5bHFiNmh3anNLM2RaWm50VUlOTXFRTExlUGk2aDJqeGluTHJFSnc9PQ==
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He didn’t say he won’t add money to it. He said he won’t use tax dollars buy Bitcoin and looking for tax neutral ways to buy bitcoin
r/ethereumclassic
comment
r/EthereumClassic
2025-03-11
Z0FBQUFBQm9DbVhRRHhmaFpkRVhRWS1XQmlnZnJTSXUyYW5QNXllZHNlNnpjd2g2dG5wN3JkVTVJY0VLU2FLZ1F6MUdBTWxva2RuZEFTc1FUTUxUOWt0NHF2OWtfbHVZS1E9PQ==
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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
2025-03-12
Z0FBQUFBQm9DbVhRUFZtYkdEX0xXQnprQlhkVExEN0dqSnF2d0ZBSHFoMlJFU3NDMDZXQ0VnbHZ2OWNadzJ4NGtyczE1dE5wSjIzc19GNmxQMmduT0VOc0NSSjlJRVpDMFE9PQ==
Z0FBQUFBQm9DbVhRejJ4TXJZVEpDc2ZoYUZxVVVpdmxvX3VTbkJqNDl5ZTFWWTcxVWhzLXdyVGx4bjRvMkdkbVRuYjJHWUM3OXVNQnJ2V0NIUzNKYXVkSDJzbHdwcnFZYnhmQzhJbS1xQUJ6anVxMnN2OFFaTUJtQjg2cUs1Ukdfd28tMG1WZ2dBdDdTelB2YlVTNjBvbUQ1UHJONzMwVDBwVWNZUlo2Qkcwb1lsaXhnRWZjbTl4QnRJME1NcEFTZHpsd3EwaWtoeUptWVNrcEZfdXRtVFFwblNHYl81Y2FfbzZBZzQ1VkpDaWpVQThHQmNGdTk3VT0=
Because congress has the power of the purse and they aren’t that stupid.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-12
Z0FBQUFBQm9DbVhRZzduWlI2dFZiS21TcE5JdkItN0RmRi03S1RlNjFfWEtCWWptSW0yVkNtbVpyNkZNazY5OXRicnFDaWVlR3NidnhLai05UkNMVGtuaFhTSkpQMG9nVEpaN1FJS21lMXVmbHNSd09uQmZJZzQ9
Z0FBQUFBQm9DbVhRN05Ec3Y5S1lrdGp6YU5hbnJ1R2hxX0lhS0ZnVmJjVnduNHNaM3FldzBXcG14UEhrMHFSS2ptenZoMi1ac1NsUGlBRU41ek1lc1BwakVyU2labmd0QmNyT2NnZTYyeGVhSm8yRi1oQ240UnFNb24tS3RIa1lVMkJrRUpnY2lFQTJVXzBXX0hlRk5hZU9saTQ3LTNoMjlicUpwelpvWnNpenYyWXA5R1oxbDRIeXh1V2hCYnZQdGJaUzdRdlZDeTBRaUZvUzNBS2dRUk1JZGl6ZzhSbXdqM3NUMDVpM2kxMEdTVjFHTkM0MmZoaz0=
I thought these two were different? Incremental model, more upfront planning but divide process so each increment is like a mini waterfall. E.g., painting the mona lisa one part to completion at a time Iterative is where you had an initial vague refinement that is slowly refined through sequence of iterations. E.g., rough sketch > tracing > outlining > color > highlighting From what I’ve gathered, an increment in Agile is the sum of all the features implemented from the backlog in a sprint. So how is this an iterative process??? My professor tells me that Agile is an iterative process that deliver the product in increment? What does this mean? Does it mean each feature or backlog item we are trying to implement goes through an iterative process of refinining requirement. Then the sum of all completed feature is an increment?
r/softwareengineering
post
r/SoftwareEngineering
2025-03-12
Z0FBQUFBQm9DbVhRXy1WQzkwMEFCZFVOcVM3OHdEZHNMcGY2VUMzdzktdFdoa1dMOE5MVExXMzdIU1ZIVEpKMkpyZ2JnVFREeVBZTmhXS0ttb1BOX2o0SDFGRXM1SjNPSnc9PQ==
Z0FBQUFBQm9DbVhRRzN5bkIwdkk5eTZ5VFZJTGFvQ0VoSElDRnQyQ1hfd0JKdFFGQVhPcEE4QTlXVkpZZF9Pd2NJTG4zRkdRalN6cWI3NElYSWNteUNhcWZKZGEwTjR4YzhCckdWVTloMlNFdlZkM2p5cF9tQk5GeDItd3BzN2JmLTVPX2JQNGR2ZDZRVXVWN292VFAwV1c5NS1LeU9ka2xsUG5JdjQ5OENXa3ZhbERJeGNpZkk3RHEtc0x1aUxaTVhOemM5LUFZeWoyd2d4Z0d3a1dDMkU1cGJzQm9MV3ZlUT09
Anyone thinking of heading to Flat Iron Square for Six Nations Super Saturday? Never been for the rugby but heard it can get pretty lively. Me and a mate are thinking of checking it out—anyone been before? Worth booking a table, or is it easy to just rock up? [https://flatironsquarerugby.seetickets.com/tour/six-nations-at-flat-iron-square](https://flatironsquarerugby.seetickets.com/tour/six-nations-at-flat-iron-square)
r/sixnations
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r/sixnations
2025-03-12
Z0FBQUFBQm9DbVhRXzNOS3hSR2NvYzR2QXJ5RXFKM0NpWGtzUGJJczZPTHdXdDF5TUJrWGNWSU5tUFdCUzMyeWtFbVZrS3gwR09iSW1RRXZNcjVDU09xdzhGNkxRR0ppR1M5Ykw3S2hSYnpjMlpqYkdzQ1NuZGs9
Z0FBQUFBQm9DbVhRUmN1UEdNbG41RE1tQ1ROOEtkT3BVQ2MyNldXTU9NLWpzaTlPaGpISVhCSlM4YWt2OEV5VzRZNmJwUHA4eXhqVU1DbUd6aU5UWE9weXBGQ3NsMGNUUHgwOHNMNnFMMzg1THFCeXhESUZNYm5heTJKc2FfRjZKR2NxR0ZoYjNwSHd2a1R3WkVtN3dKamdxQTNGcGVmbUZTT1ZyNkNJQnczWXlCeEZxOHZHbzA0aGhZWFUtNzF5SjNUMEJCWUJESVQ0MmdVb1ZBRjNHOXhqdXZIbklLYWdEQT09
# Investigating Why Implicit Reasoning Falls Short in LLMs This paper provides a compelling explanation for why language models struggle with implicit reasoning (directly producing answers) compared to explicit step-by-step reasoning. The researchers trained GPT-2 models on mathematical reasoning tasks with different pattern structures to analyze how reasoning capabilities develop. The key insight: LLMs can perform implicit reasoning successfully but **only when problems follow fixed patterns they've seen before**. When facing varied problem structures, models fail to generalize their implicit reasoning skills, suggesting they learn reasoning "shortcuts" rather than developing true reasoning capabilities. ## Technical Details * Researchers created specialized math datasets with both **fixed patterns** (consistent solution structures) and **unfixed patterns** (varied solution structures) * Models trained on fixed-pattern data performed well on both in-domain and out-of-domain test problems * Models trained on unfixed-pattern data only performed well on problem types seen during training * Analysis revealed models were using **pattern-matching shortcuts** rather than true reasoning * This pattern persisted even in state-of-the-art LLMs, not just the smaller models used in controlled experiments * Explains why techniques like chain-of-thought prompting (which force explicit reasoning) often outperform implicit approaches ## Results Breakdown * Fixed-pattern training → high accuracy through implicit reasoning on both familiar and novel problem types * Unfixed-pattern training → implicit reasoning only works on previously seen structures * Explicit reasoning consistently outperformed implicit reasoning on complex tasks * Models trained to do implicit reasoning demonstrate significant "shortcut learning" * Even top commercial LLMs show these same limitations with implicit reasoning I think this research explains a lot about the success of reasoning techniques like chain-of-thought prompting and test-time compute systems (OpenAI's o1, DeepSeek's R1). By forcing models to work through problems step-by-step, these approaches prevent reliance on pattern-matching shortcuts. I think this also has implications for how we evaluate model reasoning abilities. Simply testing on problems similar to training data might give inflated impressions of a model's reasoning capabilities. We need diverse evaluation sets with novel structures to truly assess reasoning. For AI development, I think this suggests we might need architectures specifically designed to develop genuine reasoning rather than relying solely on pattern recognition. The results also suggest that larger models alone might not solve the implicit reasoning problem - it seems to be a fundamental limitation in how these models learn. **TLDR**: Language models can perform implicit reasoning, but only on predictable patterns they've seen before. When facing varied problems, they use shortcuts that don't generalize to new structures. This explains why explicit step-by-step reasoning approaches work better in practice. [Full summary is here](https://aimodels.fyi/papers/arxiv/implicit-reasoning-transformers-is-reasoning-through-shortcuts). Paper [here](https://arxiv.org/abs/2503.07604).
r/neuralnetworks
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r/neuralnetworks
2025-03-12
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Z0FBQUFBQm9DbVhRblRGeFFuaUZMZ2ZMYklqWktUZi02YTBiekxHTnM2MWMtcm15VDk2dmZOVnFpMVZycXNTcmZCdFQtWV9zc0hmbjdkajJTRTI5LUM3WU5WRHZtRzJ6TTY5Z1E1QmR5ZEJGbjdJdkZfdGFzMDRGNnNUaVFVQ1pWZE02UC1QT1Izd1draFFDckV0c1Fwc2JGNEpfV2RVdnRQZ29PUWlNRDRheURlNHFSYjRwTGdIbmczTVZkWTZ2eTVkRXpJNUN0MGhFS3lHdHpOM0hMTXgwMTNEbmoxbkU2Zz09
Since when does that matter when he decides to do something?
r/ethereumclassic
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r/EthereumClassic
2025-03-12
Z0FBQUFBQm9DbVhReVVUTzhwblJuNFdNUGkzV0UxZXgyRFlKemRHNnB1VGtRMXlZeHZUd1dWZlY4VnZLeUdKWG4wQTZyX2lnN3M1RmZCQXdSRDJZMEg2YVRnQlRtZGZhdFE9PQ==
Z0FBQUFBQm9DbVhRbGhWelNNb0t6WkUxRy1CcDAzZHFyWE5aVkpTamFjRFRQTnl2NWdkUE5rS1h2Q0JNZ0N0cUx3Rk9EUkhTQWtDQl9NSmlCNU4xWEl6Sl9KOVR1WlJ5YmFobThYREJ6UE5PbHlrNnEzenlKaHI3ZUE0RU9McHNwNEwzNmNkNEJsME1vQ0tiRm8yOElhclNYTGZVcUxDR2NxLVgxakZkS0lZNi11ekNRY3hMUC1sYmZRb2VvOGFlSTRaV1V6WS1IcjFUQWJXaXFtOGFUQnZBWk1GQ3BDMll1YXFNMkQySnFNLUtrU1hrUDlUQ0tMdz0=
Wish I was
r/sixnations
comment
r/sixnations
2025-03-12
Z0FBQUFBQm9DbVhRUHVQeXZlWi1VTTYzNll1U0ozS0VUdktlTE5PNWZISVE0YWo2TG1rc2hrYTIyY3czWWN4MnN2RHpseGJEVEFhR2RUN3FWV2xTU0UtNTJmV1VCa21pdVE9PQ==
Z0FBQUFBQm9DbVhRT1g5cVV6ejR4YXFlNHNGelBLQ3liQ0ZiczgxR2w4Wjhvb1pQN09pcWNZaElqVEd4WmtFVVZtMGc1WkhRNzBUQkcxMms4eUxqdm5yMzZuY0xyWGEzaW41c0t4RnRQbmYtNlFnQjk3VnN3dmMzTmhSUlFUaWRQdGw0OG9yS2NKZ0g4QmFVQkxXN1puMUNtQWZwelZ5YVc4SXNsNlhQbVcxVVNQOVU0ZmxFM3JJMWpVQXRJUVBvOFFGb0NiVGU4b0lYeHBZWVl3WTM4OGE0c2Nqdl8xREtjUT09
I've noticed a rise in what I call niche tools specifically focused on contract redlining using AI in some way and many seem attracted to them vs using a full fledged CLM with such functionality built in. I have yet to see any data regarding which is the more effective approach, in terms of accuracy when redlining. A niche solution could be better since it is more focused on doing one thing well, but then would require a company to also spend money on other tools as their functional needs grew. Curious to get others' thoughts on this.
r/legaltech
post
r/legaltech
2025-03-12
Z0FBQUFBQm9DbVhRbktQTjItTHBzY1huMTZkSlp4Nzg0SEM3b1U0YXhqT1ExM1N3NzlKMy13dno2d0ZSNmo2anl4bTdaWGw2ZnBmdUpJd2N1Mk54anVjRnVWR3oxNXRzSGc9PQ==
Z0FBQUFBQm9DbVhRZVBYdEdLbFpJanlDVlp0YzRZai14blB3RVlDZTVJUXliWW5kMmJKSHF2Njc0YjRRYlgtRlZZSmdTVFhEMXc0c2g2Nkh3OGdjbEo5eWluTGRNSU43UVBJdnlRS2VvWmpSZ0RjYlFlejJVZUFxdEhNeHQ5N1VBbVNtUVFsZzZuU3FuR2FmbHY2NW9Bcng0eFVxVDB6SE44RHBSZ0FlWkdoTWdwYVQwS19oZHFqTDVkdnlENy1tLVVHWDJfZ2lKUkQt
Why add now wait for the bear market and buy cheap
r/ethereumclassic
comment
r/EthereumClassic
2025-03-12
Z0FBQUFBQm9DbVhRQlZoVGprbEJEdzM4eVdveXdadFgyVno5VnlVQkJwS1RiY3NKaFh0aVhBWnNvTWZQUDh3allUTG5qNmo0MDBocFRERlJmbm9NcTRNRlNHUGVsMDVrcmJNNjlNU1B5Y1pjd3NQNUUzY3Y2TWs9
Z0FBQUFBQm9DbVhRSi1RRTlKOTBkSDkyWTRlTHNEZWpxVDhBS3lsM2ZwdlBJa0l5Wmx3RGNjUV91bnRVOW5WakcxQm1Dc2ZRQ2dPRk0xcFJ6dzdNY0RVSHI2bWo3NFhpalI0YWZ3S2tEcXNxOGYzYVBIVXRkSzEzNVNqdjc4MHhUR2ZMWHBKeVR3T0VzMGZrOFFhQk5XczB0VUpWNEZuVGVvalB2Q1RZVjhFVGNWcE5fT0kxbTQ5UmstRUMtejlHMU13OU1fVVVBTkNxS1IwRFFNcS1sU0szcXZ6cmNxRFBQbWlqbEp2VTh0a2pGOWx0THBrWnRkdz0=
Who’s been everyone’s stand out player in this years competition?
r/sixnations
post
r/sixnations
2025-03-12
Z0FBQUFBQm9DbVhRZGRwNklMNTZxcUx3SE5UV2NWRzFSVlV3QVJIU2RtNFEzRXNDR2VsSFdxOE5VcUxnRDRoUUZDSjBJZEhhRVM3ZHd0b0w3SkRJUm1zU3ZYcFJCNURjZmc9PQ==
Z0FBQUFBQm9DbVhRN2h5aWVzQVV4WWJ1VGZid3I4NkZJMGZMa3BFS2dQSThEMndwdG9NRVJBTVZWTDdsWHRVaEU5S2RzdjZTX0dDVVFVTC11bjFZbXlHczF0VFJ1Tjg2R1NiQ2pIbUNuc0pxN0Q5Rzc5aDVmMmNYRm16UjViSVV4clVndzIwX2RpaEFpdUpVT2VMOTdqVHZqZl9FNml3WkJRRmhRRHlvNkdTcjNubms0Y1pTNTN3PQ==
I’ve been invited to an assessment centre for a law firm’s Innovation & Legal Tech Graduate Scheme, and I’ll be completely transparent—I’m panicking. This role is super important to me, and I really want to give it my best shot. Does anyone have any tips on how to prepare? How should I position myself to stand out? Any advice from those who have been through something similar (or just know their stuff) would be massively appreciated! Thanks in advance!
r/legaltech
post
r/legaltech
2025-03-12
Z0FBQUFBQm9DbVhRUV82SEU4UDREaUEwZXNDRng3cVhIb0tWUkYtVFo4ZngyYnVBUVlhQlNVNENBNWlzSzd5dC1CZUNuaDFTY2tZaVBaYVNxdmNXcGk0d0NhYldXRWUwMHRZeDN0cnFQUmpEQW4wN0hFS19yV0E9
Z0FBQUFBQm9DbVhRdGVqb3NtZTUzSmhOZ2tBRk5uU1A3LU5pUmFsVEg4LVRLX0VudG1wSkE3bmVJXzFUQnRaeThDYjQtNWtDa210aG1VbnlfLVRZeHJLZmtpX2o4dGNiQWJSbXF0TEdXdUVaanRQUEdSdXRWczJhRE9qSTFrSFVRUXFRZnFBM1lXaUE1NVN5SkxYeXF1YWotT28zYUUyd2ZYTkEtamdVUUVyZklxUlBCTUQ4U1U2d3FnUlpScWphRGhnSU1iZlBOb1BBRlc1WHpLWkhGV0xURVNLemkzZUwtUT09
Kinghorn and LBB
r/sixnations
comment
r/sixnations
2025-03-12
Z0FBQUFBQm9DbVhRdG9MMXRvZ0d6WVVGT0tPeFVwMmloRWNhRVE5SWdWbjVQZjg0dlVCRWlwOFREam9kQ1FaOFJkWlI3MGFZbXlWOFdVR29BNlVzVWRJRndLdDMxRWR0YlE9PQ==
Z0FBQUFBQm9DbVhRVW5OMndJZUNzRDZGN29xSEZnQkR5ZFNQby1lSnhsTUxyRTVuVk1laXYxWHdhNjJjakF4RjU2YmVvNkwwbnlnSXNZZEdzYmlnc09JQ1pqZm9BZ2ZyUGtjbi0xeTZwWVRRRkJBUFVXcE9GUzVXMDdId0ZPcGxoWFlmSW90WWlBY0NwX2ZEZWF6aVlmVVB2eDh5Z2NHRThia0hrc0RDay1ra1htRTVvM2dPcndJSEpMdGdlcnBpZW9kdG53dmtKbkpf
People do not understand what is feasibly possible with just his executive order, the term” budget neutral strategys to acquire more” means it is coming. But having full approval from congress is the goal. There is so much more in play. The US will start to acquire more bitcoin. It’s not a matter of IF. It’s a matter of when.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-12
Z0FBQUFBQm9DbVhRWUxvMkZqUXdfcXI1TEpWU0FzdHUtMEpRLXpUT0ZYMW9uVWFDNnNfQlpyclVGRF9PeVVibGZMblZ0SnVDS2syUU50bmNFcXctZEVSdXJ6SFBscXQ5X3QzZ2cwTFF5X0NndnJSU1NLaFg0ems9
Z0FBQUFBQm9DbVhReC1qMWJxWGM1M0hJbXhqVFNRQVVhajh4WmFRTFEyeHQtZFNMbnRRZk4xaW1id1F4VW5aM1ZDNjlRRTVOaEQtOHoydUxwbDhpX1piZjBqY0FjVEFQNHRleFYzVWVPY0ZzNW9vMDBMaHZIVEJLOUtBUXRSRGVtRkNRMHNBc1A3cTdkQ0p0WnI5Rm1iLVVheWNjNkowT2s5blZzb2pEQUtXdTVJMGhJVDVfbW9kbFk3YjRPWjl5ZHpwOUloemtyd0NmMFpQejFma1hDNFUwYmpwRnNDYndoUXBFaHpEQzc3c25HV24ydkV0QjdNaz0=
First time here and was curious to see if anyone has used or heard of any products available in the market that would help summarize a FOIA. These documents can be a beast and eats up so much time going through them.
r/legaltech
post
r/legaltech
2025-03-12
Z0FBQUFBQm9DbVhRXzYyR19Xdk1KTm9ldW5vRTQ1WTRka1BMeC01S21HdnNLZ3BPNXlWNmVPeEtyUnU1MGctME13N1FPdVZIeDVXNjVhN21kcHNKYnhtU3p3VjJmNHhOakQ4eFprQmFoaVByN2pFTWZaSTdmQ2c9
Z0FBQUFBQm9DbVhRTEtRVGRVWjJYaElET1VHdUdzZkw3MTd4UHE3UHhqOUNjdm11VW9aSWVLcllVRWpKR2FiR29Ic2dQNFVaMXp3bmZFZU95bHUzLXdJMmF6R0VVY1dzMWpoNV9MWHk4YnpOYzlqSWstQ2Rzb1RlQVRPWFlBRWRlZEVTU1ZjaU9fSnNvUllCRUhmNVJHRzZrZEx1NGZOS3V3TDMtSUJlOXlIV0lmcVpaWnlLdXlMdVJKVy1MSXJ1eFJBdUI1X3lZWTMw
It's just a collection of all the seized Bitcoin right now. That may be all it ever will be. Nothing changed.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-12
Z0FBQUFBQm9DbVhRdEEyR21ZRHJLMHE4X3ZRS3AyZnhoZTg5S0JldmdIeGJwYUxlUkt6ZklGMmFSWlg3MFBfeDBGSnZOU0NFV2pfM3VXVmRJNU9GRWxvNzJmb3EyUjZWa0E9PQ==
Z0FBQUFBQm9DbVhRVXdrLTMzSlVWUmdMNVBVeGF6akR4d2JURXNHN1paLXF0cExpb09BR3BwR2ktaTBia0pQRUJsQUVJMTN4YmxUTWtHMWFYNEowZUxEU1VOWTFjV1ZkUUZvR2drMWRieVpnT3JlbzlkNmFOUHFXeW53VzRfOS1EU1dXaUw3UFRvelNIUWo0ekE2TldydmFoT2duYnFNc1dQRXgwMm5BeVpFb0pZNGVMREV3VEljOWlPLW01eWJ3YVo5UHFDTXFERGhYMlUwRXAzM1NRM3c1WU0xUjlya0FlZ19lQUNvUDZSY1o1eENzQ0hyaU52WT0=
Hi folks, a common problem in many software practices is curating a body of knowledge for software engineers on common practices, standards etc. Whether its Code Review etiquette, Design Priniciples, CI / CD or Test Philosopy. I found a few resources from companies that publish in some detail how they codify this or aspects of it * [https://handbook.gitlab.com/handbook/](https://handbook.gitlab.com/handbook/) * [https://dropbox.github.io/dbx-career-framework/](https://dropbox.github.io/dbx-career-framework/) * [https://www.atlassian.com/blog/atlassian-engineering/handbook](https://www.atlassian.com/blog/atlassian-engineering/handbook)  Anyone aware of other similar resources out there? I am fully aware of the myriad of books, medium articles etc - am more looking for the - "hey we've taken all that and here's our view of things."
r/softwareengineering
post
r/SoftwareEngineering
2025-03-12
Z0FBQUFBQm9DbVhRdTZmVHBVd0t0VFFZSU4xWHRGb200MXE5WG40UjE1WlljdWt1LVVUX3hET0J4M0poNUxzQTlYbWxqQUQwNHNVSVU2WVhaWDJlOERnbElxNVZ2TW00ZVE9PQ==
Z0FBQUFBQm9DbVhRM1dnSTc4TnZKeFcxM3Q5d0pOSHpqa0FaX041Y2hRZnRoSXkyQjVXMVUzQXg2LWQ4YmtFZWF0MW42TmlqZGloN2NaemQ3eFhUSHV3SXhScnhvUXBsZmtfeTVVbGxLeHZBZFp6RmNsVG5BcENSS0hWSVhMOXo3UEtiQjFkWi0tMGNsUVg3cWxON2I1Y2poQndRcGN5OVhjOEhTeUlDUm9GcVI5bHFuV2hNOTdhNTJsU1hDQnZpWGZZT002bzF4YmRp
I mean, calling it reasoning at all is a bit of sales, non-sense, and a misnomer, really. Advanced approximation function is more apt. Agentic systems could probably become advanced enough to truly reason but the system would probably use more than Llms
r/neuralnetworks
comment
r/neuralnetworks
2025-03-13
Z0FBQUFBQm9DbVhRbXhLXzAxVDBwMDF1RHZYeWlBVmlyODBjSGw5RnZxNjJVQm1HN3JIREpiR1JUcGpCc0Y5NGVsSnpMQjdGZnkydVlkazVZRV9CTi1QSFY1NHBLTTd3VEE9PQ==
Z0FBQUFBQm9DbVhRSTA1eGJDZkhhNmJRc2p1SWtnSlBfMnQ4N2lhZ196SDZBVGJOYWJXa2Fjck81S1J1LXdqRUhUR0ZrRVpkMDNMdUVUaklkLWpoVGFXZUJqdlFSZkljV19yXzQ4SWFwaTFROEtRRVkwY1JJbHoxRkxRUnZSa2lTMTlBel9HWk8yMDJsVkRUMFhGdHo1Y3gtNFYwbF8xOXA1ajNxSktjTUUwYjF0UTdqUkpxZ05qcS1VMVFtVnFqTzNHQlVDRHBzYTB2eFFyS25KTHpsa1NtLWtab2xtdEU4Zz09
I'm looking for online repositories of existing Legal-tech products and some basic info about them: what they offer + salient features. I know legal technology hub has a page like that but it seems fairly limited. Any other suggestions? Preferably global ones
r/legaltech
post
r/legaltech
2025-03-13
Z0FBQUFBQm9DbVhRMVBjNzhZNE1fRXBDTlNfbkczUklwRmZ6c0pQQjg3UnJmT21OYUZ6NzM5RklMd0xYZ2R4eGUtTzlhQ2lrelFnNkZkOG12Y1lPaVVjMm1RbTlhRVR2ZVE9PQ==
Z0FBQUFBQm9DbVhRSHFxdk10OHVyb3VLS3B6NFN0QURURjRIc0pyMjhRZ0xjekVGNFpGNVZFUXlnWnRCVUpFVHNNTWJXVVlIMlo4eC1pLWNiS25BV1BKaHp5aVNxV3JPcXhXbGRWeEhlcVEybXI5SkdNdG9tVnEwemhib3IwNWYyUS1RaF9ZTGJIYkVoQUh4ZHBpU1d1eTRBcWtTSEt6b3psSU9oQTBCZDhoazZUYXlUQTFFVXZzPQ==
I'm super excited to announce that [cyphergoat.com](http://cyphergoat.com) is now live! What is CypherGoat? It is a **crypto swap aggregator** it automatically finds the **best exchange rates** from our partnered exchanges at no extra cost. You can then perform the swap on that exchange, without ever leaving our website! We currently support 12+ exchanges. You can read a [detailed announcement post ](https://4rkal.com/posts/launching-cyphergoat/)on my blog Why it stands out: We will be the first open source crypto exchange aggregator on the market. We offer an extremely easy to use interface for both advances and new users. CypherGoat is extremely fast since all estimates are provided in less than 5 seconds (unlike other aggregators) We offer an open source privacy friendly cli, so that you can perform swaps without even using a web browser, GitHub repo: [https://github.com/CypherGoat/cli](https://github.com/CypherGoat/cli) Giveaway: We are giving away 50$ worth of XMR or BCH (or any crypto supported by CypherGoat) on twitter. Join the giveaway [here](https://x.com/cyphergoatcom/status/1900097576562565404) Head over to [cyphergoat.com](http://cyphergoat.com) to see the magic for yourself ; )
r/bitcoincash
post
r/Bitcoincash
2025-03-13
Z0FBQUFBQm9DbVhRdkJjbWZnQU1SQVFuWVc2dXdMTG9iSkxqQW9UUnpEYVg0QmFjUE5qOUJ3ekZNVTVoVkYtUTZRanFqbFdRdzBILTh1NUlBOHFIdEdqRmI3TTNJODFwU2c9PQ==
Z0FBQUFBQm9DbVhRdDM1SDEzNVF6S0pyc0FESTJERTdpSmV3MFdicEd6dUU3X0dmTkV4ZEduS2p6R2xrSzVMRzZ0WVpVRUFhSlVmVHA5VHFvQmxyYnl5YUdOa2pmdDlpVUhHMHBibmluMkJkWl9PNkZpTHB5UXNYLTZOSjEyQ0hTM01TaTlxUGZTQ3p4aUtJckNOSmZjeG14dFkxUU9lNlRvd3JWcmRuRnI4MlNQLWF6UTJDTTVReUhCbnNFaEc1c0tLcnRVaGo4a24zVFlhMFl6NlQ3R3p4SjJEbm9uSkFXdz09
I've been looking at an interesting contribution to ML benchmarking: a new search tool and enhancement protocol specifically for evaluating AI models in software engineering. The research maps out the entire landscape of code benchmarks derived from HumanEval: * The team systematically categorizes benchmarks into families: multilingual, translation, MBPP-style, domain-specific, advanced variants, and execution-based * They built a searchable database of 36 benchmarks across 15+ programming languages * They developed a novel "enhancement protocol" that helps researchers standardize how they create and improve code benchmarks * Their analysis revealed considerable fragmentation in the benchmark ecosystem, with many benchmarks reinventing similar test cases I think this work addresses a critical need in AI4SE (AI for Software Engineering) research. Without standardized benchmarking, it's nearly impossible to compare different models fairly. This search tool could become a go-to resource for ML researchers working on code generation, allowing them to quickly find the most appropriate benchmarks for their specific needs rather than defaulting to whatever benchmark is currently popular. What's particularly useful is the enhancement protocol - it provides a structured way to think about how we should be developing benchmarks, potentially leading to higher quality evaluation tools that more accurately reflect real-world coding challenges. TLDR: Researchers created a comprehensive map of code benchmarks derived from HumanEval, built a searchable database to help navigate them, and developed a protocol for creating better benchmarks in the future. [Full summary is here](https://aimodels.fyi/papers/arxiv/benchmarking-ai-models-software-engineering-review-search). Paper [here](https://arxiv.org/abs/2503.05860).
r/neuralnetworks
post
r/neuralnetworks
2025-03-13
Z0FBQUFBQm9DbVhRNG1odU5zQnhIQzh3NVpUbDZDVXVyQlk2Zjd3YUZ2MmNhNGJpSlJOc05GYXA3UEdMN2piSVc1VFBPeXFHZ19KQUhNY25JaTl0NUUzbmV0RjI0Tk5pS0VlVFE1ZEpWTHViaE9BVzlGWWJlcGc9
Z0FBQUFBQm9DbVhRTzB6cllYQ2JhVlRSQVJHRWtEVUlGcUNMTlZBdDgwYVZfbTVaVUI1RVVpanZ0dk5rLTQyNGF1VXg3REJZZ0ZydHFiZmQ1OGRPSlFXQ3pTRDRMQ2Rxc1RRZ0FmekNsZTR2UVQwRk9YblUwUmlhbms4X01XT0FrVkpvZUFGc04tblBSSWpCY0FtSlZFNDRXdGllajhzbXZlQnFmSmpPS0taU25FbDNmaWNXZzVlRHN2LTBfUEpOdTRJYnhZUmducDF3eGZGNkRjM0NHS1VWY2FPclVVNzVxZz09
I am looking for a contract generation software, that will allow us to pull data from the contracts. We currently use Contract express to generate the contracts, but we can not pull data from them. We generate between 750 to 1000 contracts a year, and have complex templates. We looked into HighQ from Thompson Reuters, but it doesn't seem to have the capability to handle the quantity we are producing. Preferably one that incorporates AI to query data produced from the contracts and have the capabilities for clients to fill out questionnaires to produce contract documents. Any suggestions?
r/legaltech
post
r/legaltech
2025-03-13
Z0FBQUFBQm9DbVhRUTc0dkJqVWRWM0tHRGdZOWxhcGoyUmd4MjFmbHl5U1JaTzQ3eEtWRW1VdFRRWF9VME9tTVJPOXZSVzFEYWVIMG45N0tKNkh0cVFGSER1c2dFbnc1OWc9PQ==
Z0FBQUFBQm9DbVhRaW1JS1IyNFZORkY0UC1lZkhac3d0MFBWVHk1UGNVUjA0Wm1IMFdlOGdIMVdqR0NiaXVTTkUzVzVkemtkS1dBZWZhQ1hPRlF0SEcydEV6TVozaldLY3MtQjR2UHBGMm1rbFB3VjlIWHJzQmdmY0dxSGpKY0NIRkVpaW5tRVpQNjhlM3FzX3dral9xajhDYTNSWHdmc2hZbG1ET2hEdld6WkJaUW5yNTl5dXNLSDhzXy1Qd3FXSkIyT2V1ajhUV1JV
ETC is a truly decentralised smart contracts chain. It is unique in that respect. It has its own purpose. This purpose transcends speculation on price. Like Litecoin ETC will truly rise in value via utility, not speculation. ETC's utility is distinct from LTC's. ETC's value will rise independently of LTC when its utility is proven to be needed, when centralised smart-contract chains start censoring contracts. This will 100% happen. We know it will. We don't know when. Those who are truly committed to freedom will work to develop truly free blockchains. This includes LTC and ETC. Not for money but for freedom. LTC and ETC are both needed.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-13
Z0FBQUFBQm9DbVhRcFI1LWx5MHd1QXF6czFUWjlWQkY1LVRwd2tSbUxYM1diQVY4TGp0STVvcWZaRDMwRHdRdzRYcXhxc3BaelQ1eHRLWDNqLXdCMXpKNjgxUjBpczhZOFE9PQ==
Z0FBQUFBQm9DbVhRektYTmdtcURrSTQwekFIeWtxOE1MUWVTT3h0VWJQVnlYTmQ4S1FabW9LZHQ3ek9Da3ppLTkwTGRxUno1UXlJSEJYYUhSYUJFMzljd2MyaXk1b1BBaFZVUjVkQXQ2VHhzbDZkYzJmeGdrYS1WVzhPQ2NCY1FHMERBMnAwOWZwTXBacmhTa1VIaXg3SjNQdXVObXVzT2ZHdmZQUTVFMDdJMEhmTUpWSzJ3T01LdUV1VVYyLW81eFJmb1ZWVEN5dnQ3VXVkemxkbTVPMG5pTjF2TGdPRG9ucHdtZjlBaDRwaGJlZTF5c2YwaUEzTT0=
ETC will not go in the reserve. The reserve is for blockchains that are controlled, either via central bank and monopoly capital i.e Blackrock ownership (Bitcoin) or via centralised controlling institutions. The US state represents global monopoly capital. It is the opposite of freedom, decentralisation and censorship resistance. Thus ETC is essentially incompatible with the US Digital Asset Reserve. If you want ETC to be in the reserve find a way to sell out to Hoskinson and let IOHC control ETC. Then you'll get ETC in the reserve. But if that happens there will be no point to the ETC blockchain.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-13
Z0FBQUFBQm9DbVhRSFMxLWhfNEZReVZwd0JYWDg1dEZvQXZIcUt6eUFxR1plZUU3TnlFZkNSU1cwVTJ5a2hFUlptaHdLSmN3emYwOEhwcUN2YnBqNGVpVG1pSkQycTE4NEE9PQ==
Z0FBQUFBQm9DbVhROUh1djI0Vm9Pdk1ldUxsOGQxN3FnQjB6ZTNXVHJKb1RwclV2YWlLYW5vejYyOVluQ05YWFFHVFhFdFEyX0hCcUxuNDFhYmtjNHVlUmE2dWVvbGNScjU3NUpfUV9oMjFhOU5vd0l4dDluVm8wRFZmTmhiSmdOcVphMDNUTVhZTTRLU3FySDhfMlJoNjUyeWNqTlpqSVoxakhfTV9vMFZRNHZmUVBZbjV4UTlTSHpOT25UaDA5bjhNeC1UWmdmTGdIU0ViWWhQUjlXcEpQSHpKS3NwRUdMSGlDbHZBOUs0WXJ1Q1R5RUlJVF92cz0=
This is the correct answer. He can do what he wants with strategic reserves (still somewhat debatable) but the Constitution is clear that Congress controls budgeting and spending allocations. This way he can start the process of creating a strategic reserve while Congress can decide later if they want to fund more.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-14
Z0FBQUFBQm9DbVhRYkstMkttTEdxdUliNWNIU29ra2J6WW9uRl9lOXBsdzIwMHpuMFJFYzR5b1F6UFBxdlRnMWtHdXZFNGJjb1hGWDl1b1BSTVRXdXpHWnpkaDRuLURFYUE9PQ==
Z0FBQUFBQm9DbVhRSFUwcmtXTExHaFJTSzY1endMZW1SYmZLSU5DbGV4US1MUk1yX1p6eDA0Q3UtWGJPdW8xZDZiTFN6c2sxd2ZlUU95cUNvaFBUOWM5YTJWVEEydHlOLXpqSEg3TkctWHdVdTNaZklidEFCNEV0MHJGVUp4NG94emhWZHppS0VGSDBBMVVaMDZLcXR3M3FLXzFOblFSeXhSRWdEWDdsd3l5NXpZMDdfSUx5M29kb0dObmVrb09aNWN2d3Z3YTdTVVdmNW5qT2d1cW8ydExCRDRuUnBZaTQ0WVJVVmx2LW5peDhZamt3NG5vX1hiWT0=
**Hey everyone,** I’m a lawyer looking to transition **out of legal practice** and into **tech full-time** because that’s where my passion really lies. I’ve been told that there are plenty of roles in **legal tech, AI policy, and legal automation**, but I have no idea where to start or what jobs I might be a good fit for. # Background: * **Practicing lawyer** with experience in **corporate law, arbitration, and regulatory compliance** * Worked on **private equity & venture capital transactions**, especially in **clean tech & startups** * **High Court advocate** with experience in litigation and dispute resolution * Passionate about **AI and legal automation** – I’ve built tools to automate legal workflows # Tech Experience: * Built **AI-powered legal assistants** (e.g., one that advises on workplace harassment laws) * Developed an **AI contract drafting & editing tool** * Experience with **Python, C++, HTML, Electron, GitHub, and VS Code** * Worked on **prompt engineering and AI-assisted legal research** * Published **AI policy & governance articles** and advocated for **AI-assisted judicial reforms** I **love building and improving legal AI tools**, but I **don’t know what jobs exist in this space** or where I could apply my skills. Some people have told me that I could explore roles like: * **Legal AI Researcher** * **AI Policy Analyst (Govt/Private sector)** * **Legal Engineer** * **Product Manager (Legal Tech)** * **Compliance Tech Specialist** I’d love to hear from those in **legal tech or AI-driven law roles**: * What jobs do you think would be a good fit for someone like me? * Do you know of **any companies hiring** for these kinds of roles? * What would be the best **places to apply or network**? Any advice would be **massively appreciated** – I’m excited about this transition but just trying to figure out the best path forward. Thanks in advance!
r/legaltech
post
r/legaltech
2025-03-14
Z0FBQUFBQm9DbVhRRnE4SHpsZWZhalBnRVMxMm41M3U0aDdHc0E4V1VxLUJ1Rm93UFpoZWJ2RXpuRG1MWGZKUF9Ebjl4T0FvZDZGVEFHUU01YVBOOFNZZHkwLUQ2VEZMYUE9PQ==
Z0FBQUFBQm9DbVhRamZWbTVXMk41V3JUb19WVFRDV21iZVM4aGVKSjhmbXEyVEhhdUtwVWlmYjR1eWFYZ2NhUjE0ZjdnOElsWkk2UVlEN2hON0VWWWJVTXhKdHZtUUk3dHpLYTlfMnRjME01dmNtS0JRaU9sLUFvdTRKdXkxR1RPdXVocU55dHF3R0s4ME1YU1RNNXlaem9tOElGb0xCdFNxc2IyY3o0akZwb2otVGw2aFRWTlIxdUdSb3hnUnh4RXl6dUpEb25Zc0twRmcwSEN6b1BBTTNDRGljMl90dzBkZz09
Canterberry? Bulldog logo is sick.
r/rugbyleague
comment
r/rugbyleague
2025-03-14
Z0FBQUFBQm9DbVhRYU9MN25va29qQUQzS2dGTVI4cFVEMGlONTFNNHd3U25xQUt5RnhOalU1WmZSQV9QTjVpMXBEaXd3WlpVOW1lblhsSUJnQnVqR01sM2gzVzNhUXAwSEE9PQ==
Z0FBQUFBQm9DbVhRSUtVbDJWdk5WM0oxdkUzeTZONVJVYVlnajlxNS1QRDA3MEhmdjk1N2RNcXpocGp5S3JPb3JOSG9QVnprZVFuZWRSVFhUVFlCY0ZtMHhTVExZN3liQnBRb3hCdlg1aktSTVdPVWtMTWRlbjJPajZvLVJCUk0zdDIwLVloRHNJMzNOMm0xNGlGSmJ4TnJWLU9scmY2cVJYRFB2WGJzU2VMZVZoM0thdDZWcGRWZGprcldJeS0zdjJyaU5NNVNlaGpn
Has anybody got any experience buying tickets off this website? Or currently dealing with them. My wife ordered France v Scotland tickets 10 months ago and was told she would receive the tickets 2-6 weeks prior to the game. With less than 2 weeks til the game, she hadn’t received tickets so sent an email in and had some back and forth correspondence with a customer service representative advising that they had a backlog and they would be with us soon. It is now the day before and just landed in Paris and we have still no tickets. Waiting on a response from live chat, no recent response on the email chain and no contact number….
r/sixnations
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r/sixnations
2025-03-14
Z0FBQUFBQm9DbVhRSW9fMnk5MS1lS1F4MFRxZk9xU2lPRUNfMi00Um9tSndkZmVwaVZEVHhpcDZJX1RUcHZUZjBwTmZ0bW5SalZWS1NRY2NXeGc2eWZYc29WbGowZzhsaUE9PQ==
Z0FBQUFBQm9DbVhRV1JpOENocDVZY2RiSVFFbUYyLWg1b3ZiWDNDWExjWVFpdFozM25iOC1WWTBXRVI4MFh2TG5wQl9OejRxZEt3SjFBUVZ0dmt2NVQ0TUgyRlNzeDhzeHh1ZTdLODZ0LWlXSzVxM3M2aFE4eEgtWE1EbzBjNXRYMnl1NEVaMmotYkppZ2p0aldFUVVmamhfU1BUV0NVaVI0WUpwbnQyMW9JYlQxb29JVThZeTZ3PQ==
I just came across a paper introducing **Search-R1**, a method for training LLMs to reason effectively and utilize search engines through reinforcement learning. The core innovation here is a two-stage approach: * First stage: The model is trained to **generate multiple reasoning paths** with a search query at each step * Second stage: A **reward model** evaluates and selects the most promising reasoning paths * This creates a training loop where the model learns to form better reasoning strategies and more effective search queries Key technical points and results: * Evaluated across 7 benchmarks including NQ, TriviaQA, PopQA, and HotpotQA * Achieves **state-of-the-art performance** on several QA tasks, outperforming prior methods that use search * Uses a **search simulator** during training to avoid excessive API calls to real search engines * Employs a novel approach they call **reasoning path search (RPS)** to explore multiple reasoning branches efficiently * Shows that LLMs can learn to decide when to search vs. when to rely on parametric knowledge I think this approach represents an important step forward in augmenting LLMs with external tools. The ability to reason through a problem, identify knowledge gaps, and formulate effective search queries mirrors how humans approach complex questions. What's particularly interesting is how the model learns to balance its internal knowledge with external information retrieval, essentially developing a form of metacognition about its own knowledge boundaries. The performance improvements on multi-hop reasoning tasks suggest this could significantly enhance applications requiring complex reasoning chains where multiple pieces of information need to be gathered and synthesized. This could be especially valuable for research assistants, educational tools, and factual writing systems where accuracy is critical. TLDR: Search-R1 trains LLMs to reason better by teaching them when and how to search for information, using RL to reinforce effective reasoning paths and search strategies, achieving SOTA performance on multiple QA benchmarks. [Full summary is here](https://aimodels.fyi/papers/arxiv/search-r1-training-llms-to-reason-leverage). Paper [here](https://arxiv.org/abs/2503.09516).
r/neuralnetworks
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r/neuralnetworks
2025-03-14
Z0FBQUFBQm9DbVhRRUR0LVV6NGhvX045WmprdWg4UUdlcWpVdEE2cVowVnoxcDVnUmhiX1VUVEpUV3FQczRyYmU0N2kzRDNvQ3ByZHZBaDNXa3phTG1CYWQ3TElVeUs2WExYVkY3WGFySWVyQTI2S1pPb1ZOU0E9
Z0FBQUFBQm9DbVhRQmZaU2JTTVhXSVp4SUtNa0RrTnVXUFpvSkFseERVeFluWExteV9JN3RkMUZHaXhfOUN1d3N0V3VDN01SYW96aWFycXU0bDJqdk9GNm5OY1oyejJwU1BKVmlwdFZydTYtbVIzZ3M0OVZoSnFRa21fRUxpX2lqZDJyZXpIT1NXSHZGVVdjYlVCdVpjVlRTdThlQk1XTkp5V0F0ajRnX0E1RVpWbUZGTnMxYmgyM2dqUUJ3M0tnb01vcXlhVXpRZmcyWXRVSnVIRGpxQlMtYl90WHJIdWV1Zz09
Congress appropriates funds. Not the president. He doesn't have the authority to fund a reserve. Dummies got excited but dummies get excited about a lot of things.
r/ethereumclassic
comment
r/EthereumClassic
2025-03-14
Z0FBQUFBQm9DbVhRNUZkMThSMUFtdkY4T3Q4Q2Nhdmc4NGIycnBYTFp1MWx5SFB5dU51TXg2VEVMcEhudXlCYnhXMm56Q0RUeFBSX19LNkUwVV81SDRTQVJxeGd3QkdJTmc9PQ==
Z0FBQUFBQm9DbVhRTk1SQ0VjM2ZEdzYyYjh5QjVGd25vcG9qVHlESEJIZmpvaXlYeXN1MmdDWjBXT3VKakNkMXAzSkgwWmRLRlNEckxnYWxjZkN0UVJpenprM0Q4VTZyT0lJbFpETXpOZHowYy1RMHV3SmsxRko4VkdpVnB6c1NXNlQ2M2NpZzRwTmNndTdWX2ZnSUhZc2RmdmFWdEp0MW9LNkNReDZEYVRoMnczazFPRHJleDd5azNWenVQZFpPbkxHaFhEaTV0MUpHWU05bVU4RDZVZjhGcEpqZVUtUmRzZW41M0l5dGRaUHVYeWxCNDRhTjVLVT0=
We recently worked on a project, where we built a **machine learning model to predict vehicle prices**. 🔍 **Inside the Case Study:** * How we tackled the **challenges of vehicle price forecasting** * The power of **stacked ML regressors** with 10 base models & 1 meta-model * Why **traditional pricing methods** fall short 👉 Read the full case study here: [Machine Learning Prediction of Vehicle Prices](https://trembit.com/blog/machine-learning-prediction-of-vehicle-prices-a-case-study-in-advanced-regression-modeling/)
r/neuralnetworks
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r/neuralnetworks
2025-03-14
Z0FBQUFBQm9DbVhRRUdQVVNHSlk2LThGa0M4RzBBUEcyaVMxdVU3aEo2UlAyOFdNQUJQaFlmSWhXckpFOXhtdTA3RWlIUS1ZRFpOYUxVWW1RT0pNUjJqTXNLSjJNOWdzaFE9PQ==
Z0FBQUFBQm9DbVhRZHJRS3VKcWZ0YkF4alc2bWx2VXk5THRSbVhNRk1ETjM4WWtZTEVnVU1NUkdoUHNDZVBYZl9QS3drMzVLV2MwYmxoNW54azYwYnd2NkZ6dTdid0E5NkpoV1dxTlZzSTIxUDdpQ3Y5MkRDdEtDRUgxTHdNcmVMVXFFN09wWFBTUGE1alZFa3lvVlp6THRoVmZ5eF93OGhCRTFteDExMDlLcXBDVzlGRTV1V0Y2TUJnUFZEOTF4RkQ4dWtvalZEMlJXYnViNGNLRkZRSVludDdSVFA3UF9QZz09
I didn't choose, I went for my local team
r/rugbyleague
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r/rugbyleague
2025-03-14
Z0FBQUFBQm9DbVhRM2pmR0gtcklxdVZyQUZ2YVRTZXJ3azE2ZC1hV2FNYW5GOEM1MDFZRnNCeVdpWDVaNGthNlNoMzhKQjFxZ2lYQTliSnF0ZlFyMndEQVBoM3h4M3FKLXJIdlNKeUl3Z0JIdElIOUtQcGsxSzQ9
Z0FBQUFBQm9DbVhRdGxrNE1reUU2cXdLaThjeWtvbVBVc0FtWGM0RWNTZTk3ZzdnRXV4OWNIb1NsdHE5RVN4SEphWW9zVWZ2VGhOeTFObnpuc05TNk1HYkt4ZVhkSjRLOVprRFVlQ3YtWHdnNXUzbHYyLVBBWGFTdTlRcVRBMkxocVJyYmt0T1NNdTdXdHFyLXF2UEFUOGQ0d3VSa1FCSnZZcVZodnlYZGVIbFdhMG92akdwYXM3aGlqdlJCaTR2RVNIZU1jTlpsVGt2
There is resentment ask any Queenslander and they’ll tell you NSW rep players get leniency at the judiciary leading up to origin. But I also think QLD’s success and underdog tag has been channeled every year to fire up the team.
r/rugbyleague
comment
r/rugbyleague
2025-03-14
Z0FBQUFBQm9DbVhRWThSRUc3NmZKbzF6Z1NPUGx6TFoxLURBcDYtNDF0eE9SZFlabVRCcF9RdzRLaHZ5ak9Hc2FaSzhTMzFjY2JCM3VGRTk5eENtYTNpLTZ3U0tVS0NLUFE9PQ==
Z0FBQUFBQm9DbVhRdXU4aERya1pjTXBFSFd6ckhiVHhRdmM0TXNnZzNfNDBCcFR1Z29WUGgyYVBRcUhPeGM2Mi1PcFBtYTI2ZkJaSTMyTW1MZjF5VUY4WnpoVW53UklsT2M5aXBISWFwUHZBaHJ1TkpBX1cxNmJfZUlaNFoxdS04S1BiNHBfRDBlbWxaTHJwaFBCQXhyYWcwYXljRzJIYmtKTDZFQTFjb0xaSDJxNEpqc0VuaHBCR09QbklOeVV1ckdRYnFOV01pVzJjbWlsWDIxODJ6ZUZnbDJaeVRIUDkydz09
Filecoin Sees $99M Surge as Storage Demand and Clients Rise 10% https://cryptonews.net/30668993/?utm_source=CryptoNews&utm_medium=app&utm_campaign=shared
r/filecoin
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r/filecoin
2025-03-14
Z0FBQUFBQm9DbVhRakZIVHUyVklpMnZlcjAxWDU0dTh2ODRoc3M4cHFHUEZHYm01anFweUM3WUp3cWF2Zml2OThuNHpqUjJDTE5ncEppLUVjdmlmbWJLbUtqN2R4M3pZanc9PQ==
Z0FBQUFBQm9DbVhRU1BqTzJkbks3OVFEQUktLVBJS09lWlNlOG9UUXdvV3hUZ3lfbE5ZM3ZkU1MxNVdzSm5YQTZjel81cTR3TUhQNDM3WVcwUXotZ1UycjFTU2ZKQmVqYnF0bzNPMHU4QU1pVFE3S1RCUUJhdzlPQUlKN1VXNi1Nc2JVS3Z6bVJ6UW5UYzQzRDhMZU52Zkp4UGdqS0R0UHZzSGlLNmQzZ1FlNmhYUHBQZXV1Smd2SFo5TmRJSGJGeE9OMy1pVXdmMG5pNThUaVF1cTJyNE9SZWJ6T1V4YklwUT09
I would like to train a multi-label classifier via a neural network. The classifier output will be a one-hot encoded vector of size 8 (hence there are 8 options, some of which (but not all) are mutually exclusive). Unfortunately I doubt I will be able to collect more than 200 documents for the purpose which seems low for multi-label classification. Is it realistic to hope for decent results? What would be alternatives? I suppose I could break it into 3 or 4 multi-class classifiers although I'd really prefer to have a lean multi-label classifier. Hopeful for any suggestions. Thanks!
r/neuralnetworks
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r/neuralnetworks
2025-03-14
Z0FBQUFBQm9DbVhRbXdHN01QaldlZkhESjlQbVowR0JCTFZfYzhkVHNtODFHOGpzYVRfVmJhXzl2OWxJZklVZEEzWVRjRUF6cm0ybEdhUXdMblIxNDhMdGYxdVFRRmJuYnc9PQ==
Z0FBQUFBQm9DbVhRaFRyLTRlcTlxSzVIVklMSnJ5WUtGX0FlU3ZmSzZwM3k0OThQRWZfRXFteDl2OW1PU0dwUDRlV3I0bkZFam42UWNXankwcW43cXVpbE1CMkZybHFRUXlHNk9TSXE3VjhEQ2hDU0VtVm56dlRPcmZSU3FReHo2dE05N1lGREl5OEdDNEFzUmpELVQxY1hFaklseVVibllMdzdxcHA3ay1TTFJscnYxeFdQcmJjUUNLcmpTeFZXMkhPQkVUTi1uR1dI
I'd say take a pretrained model from huggingface and fine tune it for your use, most probably a BERT model, classification models like this tend to be smaller and easier to work with. 200 documents seems a bit too low though, I recently tried to find tune a classification model to tag individual words in sentences, I had thousands of sentences to fine tune with and that still wasn't enough, the accuracy on each class was proportional to how many samples I had for that class, that's a strong indication that just having more data would've solved my problem.
r/neuralnetworks
comment
r/neuralnetworks
2025-03-14
Z0FBQUFBQm9DbVhRUU1iNUR4QW1CLXNyWmZjaU1EZklvbUtFWEVJczlFMDhPMFEwT1Q1eldXcDZRa3RrZUcwaElrMHYwT0xONEFNb01fLURSVE44bGJqYXNIQ1pocHNPX0VleVFlR0FTeW1TUTd4dlVNeXN2SkE9
Z0FBQUFBQm9DbVhRYkRJb29NRE4tSG9PLW03eVVGbWFSbkh6cV9razd5MGNCTmVyYjRiSWc1VmVpNWlxU2MzUE5Cai1oZ3pIZXItNDFhQkdtYVJNeHF4dkRhSnV6OU9Gb0JiUm1kTkUxYjBHblBiYUpvUEpQWTJqZzRJU3h2cjhkdWhUTHhFX0RYLWM1VzZnV1dlMmVXREpMVGowVV9Sa0Jmc1hNaVdXT1FmVHhVOEwzeWwxcG80dUZsbzlRY1lPNDMydmJYWjJGUktKYzNkLUtOQVBuM2VhQzJ3eEQzQmM3Zz09
Oh no 😥
r/ethereumclassic
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r/EthereumClassic
2025-03-15
Z0FBQUFBQm9DbVhRWGpuV1pBdk1HSm9LZFBYNmJUQVhaOXpzUU9jbjQydUdsdUhjYmM0cjU4YUpSUFU5ck5Ld1R5bzQzajhNOENqR0ZLcC03UWliZDgtZHYwS0FGZ21YOXc9PQ==
Z0FBQUFBQm9DbVhRMTVjM1g5dEV2Uk1odE9KTjV3SGdvNk4tRkctbHJENXhyTHVJLThFaUlLZXlrRDMzdm85SktLaTBXdEUtRVozTHVZU25ZVUtqZlc3bVN2dTRwVFhFRDlZbnNQZnd1MGNNTDF0SHI0b3UtV3IxNmFGVFpySjljdjloM2JZNmhNN0JhMUYzUVFRbUpQdG5uZnRYSklGcTMwQTVzS2hrbGM1b1JmMEhXdlktY2QwZ0hTNjF2LUhOaF9zT3FMeWpGQjlmX2tNYkk4TEg2RmlyLUUzVVlPQ0R0QT09
I just read an interesting paper about a novel data poisoning attack called "Silent Branding Attack" that affects text-to-image diffusion models like Stable Diffusion. Unlike previous attacks requiring trigger words, this method can inject brand features into generated images without any explicit trigger. The core technical contributions: * The authors developed a **trigger-free data poisoning approach** that subtly modifies training data to associate target brands with general concepts * They train what they call a **Branding Style Encoder (BSE)** that extracts visual feature representations of brands (logos, visual styles) * The attack works by embedding these brand features into training images that aren't explicitly related to the brand * When the model is trained/fine-tuned on this poisoned data, it learns to associate regular concepts with brand elements Key results and findings: * The attack was tested across multiple target brands (Adidas, Coke, Pepsi, McDonald's) with high success rates * It works effectively for both unconditional and text-conditional image generation * Even with just 1% poisoned data in the training set, the attack achieved 85.8% success rate * The generated images maintain normal visual quality (similar FID scores to non-attacked models) * The attack is resilient against common defenses like DPSGD, perceptual similarity filtering, and watermark detection I think this attack vector represents a real concern for deployed commercial models, as it could lead to unauthorized brand promotion, image manipulation, or even legal liability for model providers. It's particularly concerning since users wouldn't know to avoid any specific trigger words, making detection much harder than with previous poisoning methods. I think this also highlights how current training data curation processes are insufficient against sophisticated attacks that don't rely on obvious signals or outliers. **TLDR:** Researchers developed a poisoning attack that embeds brand features into diffusion models without needing trigger words, allowing manipulators to silently inject commercial elements into generated images. The attack is effective with minimal poisoned data and resistant to current defenses. [Full summary is here](https://aimodels.fyi/papers/arxiv/silent-branding-attack-trigger-free-data-poisoning). Paper [here](https://arxiv.org/abs/2503.09669).
r/neuralnetworks
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r/neuralnetworks
2025-03-15
Z0FBQUFBQm9DbVhRM1RHWWFKSDBkd2tmNEQ2SDg4WDZlUDFscFZQdmRiUGhDTDA4ajk1cmcyTmZtbDlpbUU2Tmt1dlp1VHVTQndmSDRTVUEyaVpDQmZiWW9sNDc4d1NjTndSTl92Ukdjc0hNeG5iS2FLb2cwMzA9
Z0FBQUFBQm9DbVhRZlBRTTV1NkRjSFN2ZkdpMUhNQTJVVTRZTGd3YzhMaGIyMjF6WmZHZVBMSkd6QVJicGtkYmhMdTRUa2ZzLWxNc0xhR2V5REtyWFptMjlCd1c1bkgyblJoc0NxeWtjRVJrbDdTelV5MDRmZzhPUUJiekp6aVJDT0xoRUZ6Q3lyOHlOU0ZFNEFLYVFZcGhWUDVzYVpOQklhMl91UEk5TXM1eFdjZHppQmJBVE50UE1yNG5hb1VNd3piTVVucldidEc3a19NYzVocnF0aTdrSlM3S1JsOVpxUT09
If you check Trustpilot there are a lot of people with the same issue for today’s match. Show reviews in all languages and the majority of 1 star reviews complain they haven’t got France v Scotland tickets.
r/sixnations
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r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRZzllTXQzeEpMZjAzMzBqaWhGZVVOYjZLVl9QMU5VQVd1SzNHZlFFQlJRcDlLbHZnaFVGbTl6OGd2NjlCSlU5dWlraGJMN3NUcGFZSVJyQjZUTFp6VkE9PQ==
Z0FBQUFBQm9DbVhRVVYtM2l1YThhTTJXbFgwbFJXRVR1cE1wNWZJczBZQy1fQzZlbWN5WjVoWjhsRWxZd0hqc1FwU0NsZGJvQkRrZkJQMTc5dXJ2V1B6N2xVbmlBRC1fM2MxQkZKSFg0X0dkZzg1T0tOU09IVDhsSlFRZk5yY1BEbmt6c1F1TGJaMWpGa1dFYVZPd05DVTY3clM4LUJIUmtwaHlfZmZMcE9qWjh0eVIxazRibTEwPQ==
Good luck to Wales in their World Cup final today against England
r/sixnations
post
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRNm9wSU1TU2tCenlRUzJlSVNERjZWRDR5c2IzYXhnR3hkcFE4MEtLMVJWbzV6NDdwaDVWQXJuaTF3dVVuV1NYOERnQmh1NUtWOFZyT3VmMEZXWXJFbnc9PQ==
Z0FBQUFBQm9DbVhRNmVjSkFVUUk0SzZmZDRKQkQwY0ZpVWNPX0xKbU10b1RjVWFRQ0djcHlIajU3Zzh5NVk2ZVFBaUxHT1MxQ19BT3lNZ3l2TDlFM2ZCbEc4RC1RZlRPclB6RnE2UGp6MEZiWmRDUklZTW04ZDFwTmU4bG82WU1YVzdQdUVHTUhxZ3dXZXpHaUhHVXoybGlvNFU4SDQ5bG8wa2tRWDlVdjhWbW56V3FjWWt3aWdVPQ==
We eventually got our tickets last night! But yeh, will definitely not be using this site again and recommend that people stay away… 😂
r/sixnations
comment
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRQ0tQbkhjR0xWOWY0UFFzbUpCeDZSMnZ0MnhtSFYtcVc1cmEzVFBvQndYNm9LS0JFYi12bnJqREM2ZDYzcEd3ZHNhOWhtR2tfRzBESHhCWjJPOGpCV2c9PQ==
Z0FBQUFBQm9DbVhRTzByX0IwUk9WTE05bVVSS1E0ZUZnbU1kQWZrY0pVbGVaT2h3bm1CS1BsOWpBNGZSTG1ZRktLbUJ1QWVSZGdoYkVjTjQ4T2p3NlhnUmJUOUZJSE1kU0QtMnV6bXdVU01xTDlrNmVsX3BrRlNScGFzZGJ5YmFvaEE2aFRwdzdrb3ljanU5dHlYWXlnVVdfZmlCNFlwdWNxWTBNOXZXWDQ3U2FEN3BwR2Y0VE5rPQ==
Finally got them, thanks for the offer though!
r/sixnations
comment
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRUmQtQWVqbUI4SkRVRTVuSjUxVG9VVUNYNE5VcTBjMHJEbExOMVJRejlBTFVBc1pwaFo1NjJHUnlUckFBOE5sT1o4VzZ4NnpfVGEyaEg4cHlZT2pJQ2c9PQ==
Z0FBQUFBQm9DbVhRWjhkamVGOVBlUzZDODdwcWl2WEFNOXB1SGdSWDdUMDlvdVBKbndTeDBjdlE4ekVJTk5uVTJaRUljTFplUEpmbUZzdTVDRko0TkJBRV8xYUJCVFFsWVZYOEtGaU41VnlzS1dUdVJ5RjYxQkNjNzFVMDR5ek9wQlBBTVBIZXhVVzUzX29Eam0wMGZfOXlOOWE2YS1MRkhlWC0yQzczT2swNkM0ZTZLMmFMM05FPQ==
what are you on about Prendergast is terrible he is afraid to be or to tackle, lazy, pauses every time he gets the ball and not getting into it but does a lot more terrible stuff. Crowley has been better every time he has played . If anything we have learned Prendergast isin’t it
r/sixnations
comment
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRa0ZyWUJXcW11VmNmVHIxaWVqME83TTR6M0NqaExtSUhfTGZwb2JXOFotOE1tWjNvOEhqbjFmWGFhMjVjellvQWRBcWNzekJnc3p5cTJZVktTYThfQ2hISVdINUV5dUc5dW1OelF6UW5fQ0E9
Z0FBQUFBQm9DbVhRZVdUY2dsUF9rRUpYM3VONk8wempmZUh1U1FNQXBYMFRNUWExQmJCQTR3Q3puV3l3SWlteDlPa2UxSGxoYmpINHowOC05djh3a3VMb1ZoWm5WaHVhWXRqamdJWkJyeUQ5VVIzVjRZeG03cVJ3QnVRZ1Q2SzVTNEFsb1N3TlVzRDVudnVDWVRUYlcwZE9OVXlLcER6Z1BvWlNkNS1fREh0cHlIbmR4aTlOQ3ZiS29nOVBpUGxJaFZHX0hDY0NZdUlw
Lmao, did you watch the game today? I could understand if your comment came before the game, but it came after.
r/sixnations
comment
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhROXBwektrS01QQUppRnJTem5YanlQWUN3SFdXd0ExNndZZFpQTS1hLWV4eGtEQjhlZVBwX2ZaNGUtb2MtYUhNaklRVVNxd19xdFY2M0VQVjVIeGdVYnc9PQ==
Z0FBQUFBQm9DbVhRXzZQT3VtLVhDQVBERHBscmNCSzB5eDdRNWc3bUc0UFJqaGh6V0xqTmdtNFJaZWo5aGNmMGN2ZFVYTkRzX3RuNnJ6UVNUM1lNZE1ydVpQWlEwaWR2R2U1azNLdmgteXZpdUZCVlhhSkZlQ2JYVmo3UWdPam1DM2ROTEtoOGRjYlJjTWQ3TGlPMks5andwa3NzT1hjYTR0N0Z6MGJSUWUwbmRUM2RaLXJSeHhXNTBWUnNiN1pxTUZ5dTBYRFZqcmNS
I've searched online for what CRM law firms use and see hubspot, zoho, clio, and more. I run an agency specifically helping law firms that use Clio to automate their systems (this is not an advert), and we plan to expand on other CRMs as well. Do you guys have any idea what other contenders are there? Zoho might be the next obvious choice but I want to know what real lawyers who work in real law firms use instead of trusting online articles which might be paid by the CRMs being featured.
r/legaltech
post
r/legaltech
2025-03-15
Z0FBQUFBQm9DbVhRY1IwM0k1dk5mRTdycjZqTE5kWkJYNGJ1bVRha0dOenlrdk5Fa1d1OHhzQUdyNE1wSFNadV8wY25nV1ZGUmVXTGlLQm4wOXVYRUZMZnhldkViLUFkdXc9PQ==
Z0FBQUFBQm9DbVhRZ1RsWmgyNFU2dGR1cWhyY05UVVltUmEzeGxtdzZhWklfYzV0bXJIZ0FTRm1Sam11YlBFc1pobXFOZ3VPcFpZbDdNRkhQUjlOMFlsUUJFcE8wOTVWVGUxamhFMzZmZ3NUd1JYZ3hocWRWeEw5LVU1ZmpDNTBIVW9aMXhJeHlpS0hPMUEtVDdiazZpVXVCUTFDOVJlbTlZZzNZX0pjdXlYWW44Wm9TeGlob3RxcXZSeXhaNWwzYkN2aUl1dnYzaTR0
Unbelievable game!!
r/sixnations
post
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRazBCeFh2aHctSFBlTWJ0d3RqcWVKYW4wMlNGU1hOX211SkVDZ3RRY2I3V29wZG53N0N4SE1nNW5WSWJwQkVRRi1KemFtamMwdC1KRVA5Qnk2R28zZWc9PQ==
Z0FBQUFBQm9DbVhRNzhRNlVLR1hNekR2Q2FLeW9TS19UaWhCcmJ5Z3o4Nm50TEhidFFFaFF5TWV6a2JRZFowRHlKcGFUTlNVV3RsOVJib19adlA1T1gtRG5YYlNTUDc4UEtBcGZCeC1oTTJDZ1c0VUFESWtuSnRwV0ZUZk00d214eXYtMGRuR2IxQWdubHYzUXJvLVBCQjF2ME9OdzlaX2pDcTUzeHhfZjdtU2RDeTlQS2hqN0gwPQ==
The poor lad just looked shell shocked the entire time. Yes, I'm English
r/sixnations
post
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRTnlvQWZhSnpPekE1c21COFdvM0t2Z0Q4Q3FTX3g2aHJKYmxSNWg5Q2NUT2xBekRHdnFSeWJBNzA4MjNqT29BN0ZFUUJBaWkyU0F3c2I2QjN2MXhEd1E9PQ==
Z0FBQUFBQm9DbVhRVDdMbXVXVHBOQ3VPb3N6MzJCQkk4WXpWSHBkZnRic2xRWThJaDA4Y1pDX0pKQlF1RWluR3Fja19OZlFnQVFMUUxUa2k3bkdGa09LZi03UnFGV3NzRVptR1Q4c0NqUjBNMGxZTGVjdU5UZEdoWWFzQnEyNmhwRDFrRTNJLXIwRjNJTS1PdzJ3SlBGTVRNUTByNzJPZnp6VHYwNjYwTUhSNXBuWjlKMkd0Q010dVAyeFBqNkdOWTV1d25FNW5HVU5wU1dWUnVadWlONGhJM3pycjlOMEYyUT09
Unless you’re a Welsh fan 😂 great game for pollock 💪🏼
r/sixnations
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r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRQ1VJc2VWMUNEVDN2TVRac25TcmtqMHQtMjlmSGRfTTZJQUVvaEdwZGY5dmlEeEhmVHZjcjBLZXI3emE2dFc5SkVpRUlJSC1RLVN0aG9mLVVIaTJSZVE9PQ==
Z0FBQUFBQm9DbVhRbnZNOUU1WFAxbUlheUZDZ0NiTG40Q0h5dXo1LUhoSGx3WjZWbG5aLUJDUDhIZDFsaE5oNFEwNTVhVGhLT1RNSi12dnhMQm9UbDhwZzNSZzZXeUpobDVRclR6Zkd5WTRfcHVuSHZ1WU9hYWNpZmhRQ3ZMMlNrMk5vVDRsNU1hX1duUWJvRHV3enBDX1ZjeGxiYmtENTZWQjBqMW1NMC1NSGlxQUs0a01iNEhjPQ==
Just debut for that lad.
r/sixnations
comment
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRSGcwV3dfdm95NzlVRTZtcnNuUXRZMF9fUGZySVEyaVhYeHQxSDhEa0V0VHRmQlo5N25qd0JybmhERXhnTF91cmczNXp3NWFpbXo2WWtkd0xkRm9jbGc9PQ==
Z0FBQUFBQm9DbVhRbnRvdk9NVEotUzdSRnp4Q25KcUx6SENBeVhhN21uazZpeG4yM2NxQmZnbUh4dkYybW9sUmdub1pGS1J6MVBnTEI5TEs3Z0FxY2xlV0dKT2xlQ2FBOThmaGlrRDRBWnhOaVl5N1NNeHBUVDlNU0dTUWZtY1ZzcHByRk96RWNqWG1heUkxQzlqMkNJQ243bWlVRTE5U0pkWEgtQm5qOVRhbzJYd2tnSFpzRVJRPQ==
It was at the end when he was standing in a corner, broken.
r/sixnations
comment
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRMUtCaHB6OExHZDZKdk1PVFBuelBOaGlJQzQyV0Njei1QaVFDOWNETGI1NVZjZEZmYXNIUk9aNk9wdlAxUGh4M3NFS0xVWjdDY0VnVFhRWHN2eHZXXzVfWXQxR1hTcGcyM25GcEUyYjhydFE9
Z0FBQUFBQm9DbVhRUjdLOVZvVHdtUDRTdmpLZDdvVDVwYTZfVzRfYVU0SWlRQUJBQkRCU20xVlp5UjkwZEFTQjBfbFFzS2pjcTc0Wk1fT3BpRGhZOEMyZXJndnNGUEdiN2RvRFJHd1lpSXQyVm14UEMyQmJ2bk1pbFdvQlY3NWhLaUlSRlRpbU1MMUp6UmtEdGQyaU9Ea2hwdUxDQnFYM2lKSXhmcVhrYTFrN1NhOTh0UGlZYUZ1TlNaOTZXZjRlQTl0WUhLTzhJMWxldnlMblJmdHZKNEVYMVJBSDZsSkJfQT09
In the lead up to France’s third try, Fickou clearly prevents a Scottish player from joining the ruck by grabbing them from behind and pulling them back. Fickou (from what I saw) was not part of the ruck and the Scotland player was coming in to join it. Is this legal? Or did I just see it wrong?
r/sixnations
post
r/sixnations
2025-03-15
Z0FBQUFBQm9DbVhRWVBOUHVId2VRWkZiTmZvUl9LTzl4U2JhTUdiWWZQcWhVNFpDRE1uT09iOEM4a2s3dGI2ZGI1Y0lRSzh1VzdVMUZ4THEwa09xdHdrZ21nekQ2S25MbzktVGEtWUVhOV82UzhjZkotX0xBdms9
Z0FBQUFBQm9DbVhRRnhZLWExeEZFOHJuUnRwN3ZaWHVDMG1OeHZLRUxzYnByVjBtdWVkcy1kYlh3ZWp3aU53Y0JRcVNVSk1PdjZfeTRiZXN6bjVXeW5SMEtyV0ZvX0ltanptRUtid2FRM19ocnQ2STdTbnNtZlVxTndQcG5RdEJjMkFTV3F6Vk1YaG5IX3MtYlp6TUt6dko2bTBIS2N0dmtrTkQxQnZuMlQ0TTVUbVZrajN0WW1rPQ==
I just read the Open-Sora 2.0 paper and wanted to share how they've managed to create a high-quality video generation model with just $200K in training costs - a fraction of what commercial models like Sora likely cost. The key technical innovation is their efficient patched diffusion transformer architecture that processes videos as 2D patches containing spatial-temporal information, rather than as full 3D volumes. This approach, combined with rigorous data filtering, allows them to achieve commercial-level quality with significantly reduced resources. Main technical points: * Trained on 4 million carefully filtered video clips (from an initial 8.7 million) * Uses CLIP text encoders for conditioning and a U-Net style transformer for diffusion * Generates 720p videos at 24 FPS with durations of 3-10 seconds * Training required approximately 1280 NVIDIA A100-80G GPUs for just 3 days * Model architecture processes tokens representing compressed video patches rather than individual pixels Results they achieved: * Significant quality improvement over Open-Sora 1.0 * Approaches commercial model quality in human evaluations * Successfully generates videos with camera movements, lighting changes, and realistic physics * Handles complex prompts and maintains temporal coherence * Still struggles with consistent character identity, text rendering, and some complex interactions I think this work is important because it demonstrates that high-quality AI video generation doesn't necessarily require massive corporate resources. By making their approach open-source, they're providing a blueprint that could accelerate progress across the field. The combination of architectural efficiency and data quality focus might be more sustainable than simply throwing more compute at the problem. I'm also struck by how this could impact creative industries. While there are legitimate concerns about misuse, the democratization of advanced video generation could enable independent creators to produce visual content that was previously only possible with significant budgets. TLDR: Open-Sora 2.0 achieves near commercial-quality text-to-video generation with only $200K in training costs through efficient architecture design and careful data curation, potentially democratizing access to advanced AI video generation capabilities. [Full summary is here](https://aimodels.fyi/papers/arxiv/open-sora-20-training-commercial-level-video). Paper [here](https://arxiv.org/abs/2503.09642).
r/neuralnetworks
post
r/neuralnetworks
2025-03-16
Z0FBQUFBQm9DbVhRZWI2Zm1OVFNjTVZWamFvcHZHMmNOM1lFdWdOZUhmeXcyOVl1WFRmVnBWcHBEdS1tSl9yWWhxQVNVcXlFRUFWYmttMENXVGVtalpDVTlCQlpYMnNtZjFKS0F5LVAzb1YxcUtUT0Ryb0xHRVE9
Z0FBQUFBQm9DbVhRTll1aXo2R2hsWFkydUZmY2FvMlNjbHBXN0JTQkYtSDI3c2xLZ21DWGNBWUQ2N0RwSEl0eU03VkpfeXJXS1FCN1hNcGxEZGZwT29qSHRiRnFGdkdjUkEzaW1xWnI0NTZrcmI3Uk53MzBJZ2hCWUdXWmpGVXVoQzJmZHBielB2d095eXFyOE5wZmdiZXY2cTI4Z3paQXFSRHgtZ2M3WGFRRHBENTVTcnhrX2hmanFxZmp5dHRBeTRZeldQbnZTV1VsR0dULU9kazBGT0xnQ25LMU5iLWRGQT09
Can someone explain to me about saturated neurons and vanishing points?
r/neuralnetworks
post
r/neuralnetworks
2025-03-16
Z0FBQUFBQm9DbVhRQlQtTFYwbEVtaUVqS1kxclh6R1ROWllQdThUbHdhWEgzN2Z3WGNWZkJYWVA3QjJHQWxycV9aWjJuenJTbXAtUWg5Yk04LXZkNjdOb2N0M2JfV0t5Y3c9PQ==
Z0FBQUFBQm9DbVhRM0Q4aHVoaF9OY2R6VEJJVzZXZmhPM1RWSS00TUhFcF9KQlBvSmpZdG1CTmx6TVY2UEhzR0JhMURIUUtHYjB3U2pMVEZPNzJFVHV6ZHowNkl0MmJDMkhNdDdkc1NHa2w5UDB2RXJ2ajlpVng2MmpCeW4zeG9sSmZOeHZjWkJka2tibkVCMTBFMUhtQlB6a1N1dHdRU3QwU1ZOVTZLcDZNZVBJaXhzaHZLTGg4PQ==