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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Lu Zhang

h-index 7 View on Semantic Scholar

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Preprint Sep 2026

When to Retrieve, When to Stay: Uncertainty-Aware Temporal Evidence Allocation for Streaming Video-LLMs

Streaming video understanding requires Video Large Language Models (Video-LLMs) to reason over continuous visual streams under causal constraints. As the visual history grows, a bounded visual?processing budget requires evidence selection that balances temporal recency with query relevance. Recent-only selection exclud...

Xiang Hu, Jia-Zuo Yu, Lu Zhang et al. · 0 citations
Jul 2026

One Aligned LLM to Serve Them All: A Transfer Recipe for Training VLMs without Visual-Language Re-Alignment

This work demonstrates that the aligned LLM with a general-purpose vision encoder can effectively enhance downstream VQA performance with task-specific encoders, and investigates several alignment strategies between the aligned LLM and new task-specific encoders.

Jiazuo Yu, Yunzhi Zhuge, Lu Zhang et al. · 0 citations

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