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Author

Xiangbo Shu

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Preprint Sep 2026

Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding

This work introduces LatentStream, a progressive latent working memory framework that shifts streaming memory from store-and-retrieve to retrieve-and-internalize, and achieves new state-of-the-art results on existing online and offline video benchmarks.

Hongyu Qu, Guang-Ming Yao, Ling Xing et al. · 0 citations

Condensed Test-Time Adaptation of VLMs for Action Recognition

A novel training-free Condensed Dynamic Adapter C ON DA is proposed, which leverages vision-text alignment to guide vision-vision alignment and is compatible with arbitrary VLM and generalizes well across complex scenarios, such as long-term and egocentric scenarios.

Wenxuan Ge, Hongyu Qu, Rui Yan et al. · 0 citations

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