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sections/2025/main/session-1.md

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| **Title** | **Repo** | **Paper** | **Video** |
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| [Secure On-Device Video OOD Detection without Backpropagation](https://iccv.thecvf.com/virtual/2025/poster/112) | [![WEB Page](https://img.shields.io/badge/WEB-Page-159957.svg)](https://caipeilin.com/SecDOOD/) <br /> [![GitHub](https://img.shields.io/github/stars/Dystopians/SecDOOD?style=flat)](https://github.com/Dystopians/SecDOOD) | [![thecvf](https://img.shields.io/badge/pdf-thecvf-7395C5.svg)](https://openaccess.thecvf.com/content/ICCV2025/papers/Li_Secure_On-Device_Video_OOD_Detection_Without_Backpropagation_ICCV_2025_paper.pdf) <br /> [![arXiv](https://img.shields.io/badge/arXiv-2503.06166-b31b1b.svg)](http://arxiv.org/abs/2503.06166) | :heavy_minus_sign: |
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| [Learning Counterfactually Decoupled Attention for Open-World Model Attribution](https://iccv.thecvf.com/virtual/2025/poster/2256) | [![GitHub](https://img.shields.io/github/stars/yzheng97/CDAL?style=flat)](https://github.com/yzheng97/CDAL) | [![thecvf](https://img.shields.io/badge/pdf-thecvf-7395C5.svg)](https://openaccess.thecvf.com/content/ICCV2025/papers/Zheng_Learning_Counterfactually_Decoupled_Attention_for_Open-World_Model_Attribution_ICCV_2025_paper.pdf) <br /> [![arXiv](https://img.shields.io/badge/arXiv-2506.23074-b31b1b.svg)](http://arxiv.org/abs/2506.23074) | :heavy_minus_sign: |
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| [Latte: Collaborative Test-Time Adaptation of Vision-Language Models in Federated Learning](https://iccv.thecvf.com/virtual/2025/poster/662) | [![GitHub](https://img.shields.io/github/stars/baowenxuan/Latte?style=flat)](https://github.com/baowenxuan/Latte) | [![thecvf](https://img.shields.io/badge/pdf-thecvf-7395C5.svg)](https://openaccess.thecvf.com/content/ICCV2025/papers/Bao_Latte_Collaborative_Test-Time_Adaptation_of_Vision-Language_Models_in_Federated_Learning_ICCV_2025_paper.pdf) <br /> [![arXiv](https://img.shields.io/badge/arXiv-2507.21494-b31b1b.svg)](http://arxiv.org/abs/2507.21494) | :heavy_minus_sign: |
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| [Is Less More? Exploring Token Condensation as Training-Free Test-Time Adaptation](https://iccv.thecvf.com/virtual/2025/poster/1260) | [![GitHub](https://img.shields.io/github/stars/Jo-wang/TCA?style=flat)](https://github.com/Jo-wang/TCA) | [![thecvf](https://img.shields.io/badge/pdf-thecvf-7395C5.svg)](https://openaccess.thecvf.com/content/ICCV2025/papers/Wang_Is_Less_More_Exploring_Token_Condensation_as_Training-free_Test-time_Adaptation_ICCV_2025_paper.pdf) <br /> [![arXiv](https://img.shields.io/badge/arXiv-2410.14729-b31b1b.svg)](http://arxiv.org/abs/2410.14729) | :heavy_minus_sign: |

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