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README.md

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+---
+tags:
+- text-to-image
+- lora
+- diffusers
+- template:diffusion-lora
+widget:
+- text: Screenshot
+  parameters:
+    negative_prompt: Identifiability of the latent space
+  output:
+    url: images/Screenshot 2024-11-29 at 02.26.15.png
+base_model: ali-vilab/In-Context-LoRA
+instance_prompt: Time Series, Disentanglement, Identifiability
+license: apache-2.0
+---
+# TimeCSL
+
+<Gallery />
+
+## Model description 
+
+
+# Identifiability Guarantees For Time Series Representation via Contrastive Sparsity-inducing
+Official code for the paper **Identifiability Guarantees For Time Series Representation via Contrastive Sparsity-inducing**
+
+
+![image.png](https:&#x2F;&#x2F;cdn-uploads.huggingface.co&#x2F;production&#x2F;uploads&#x2F;64bcf94c5c457ccaa40e6082&#x2F;_UBKe0l6fUMRYii9XT2kF.png)
+
+We define the identifiability problem for time series variable models, where factors are represented by latent slots.  
+
+We are thrilled to announce the release of 221 models, now available in the &#x60;checkpoints&#x60; folder and downloadable from [https:&#x2F;&#x2F;huggingface.co&#x2F;anonymousModelsTimeCSL&#x2F;TimeCSL](https:&#x2F;&#x2F;huggingface.co&#x2F;anonymousModelsTimeCSL&#x2F;TimeCSL). These models are part of our commitment to advancing machine learning and equipping the community with state-of-the-art tools for time series analysis. Visit the repository to explore the models and seamlessly integrate them into your projects.
+
+Our code is available at https:&#x2F;&#x2F;anonymous.4open.science&#x2F;r&#x2F;TimeCSL-4320.
+
+![image.png](https:&#x2F;&#x2F;cdn-uploads.huggingface.co&#x2F;production&#x2F;uploads&#x2F;64bcf94c5c457ccaa40e6082&#x2F;QDoVZ1EVhKqdVuVMFMeOV.png)
+
+
+### Some Results
+
+![image.png](https:&#x2F;&#x2F;cdn-uploads.huggingface.co&#x2F;production&#x2F;uploads&#x2F;64bcf94c5c457ccaa40e6082&#x2F;lVHjFad8kPVNeTwQfJ5Is.png)
+
+
+![image.png](https:&#x2F;&#x2F;cdn-uploads.huggingface.co&#x2F;production&#x2F;uploads&#x2F;64bcf94c5c457ccaa40e6082&#x2F;0j-PrJP-diJT1xqnZ_Xrf.png)
+
+
+
+
+
+## Trigger words
+
+You should use `Time Series` to trigger the image generation.
+
+You should use `Disentanglement` to trigger the image generation.
+
+You should use `Identifiability` to trigger the image generation.
+
+
+## Download model
+
+
+[Download](/anonymousModelsTimeCSL/TimeCSL/tree/main) them in the Files & versions tab.