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Kailin Lyu

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#artificial intelligence Preprint Sep 2026

Summarize Before Grounding: Query-Guided Chunk Condensation for Long-Video Temporal Grounding

This paper proposes a ``summarize before grounding''framework (named ``SumGround'') for long-video temporal grounding, and introduces query-guided latent summaries, which is represented as KV states of query-guided prompts, to compress redundant visual tokens into compact query-relevant chunk summaries.

Nan-Xing Hu, Xiao-Yue Duan, Qi-Wei Yan et al. · 0 citations
Jul 2026

MedXplore: Towards Reliable and Unbiased Generalized Category Discovery in Medical Imaging

Deep learning has shown strong potential in medical image analysis, but most existing methods rely on large-scale annotations and a closed-world assumption that rarely holds in clinical practice. Although Generalized Category Discovery (GCD) has advanced rapidly on natural images, it remains underexplored in medical im...

Jian-Wei He, Kailin Lyu, Junhao Dong et al. · 0 citations

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