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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Jinzhuo Peng

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Open access Oct 2026

Contextual Hashing with Decoupled Localization for Efficient Video Corpus Moment Retrieval.

The aim of Video Corpus Moment Retrieval (VCMR) is to locate temporal moments within a large video corpus on the basis of textual queries; however, it faces challenges in balancing retrieval efficiency and localization accuracy. Existing approaches typically rely on high-dimensional continuous embeddings for retrieval...

Ming-Jin Kuai, Jin-Zhuo Peng, Zhe-Qi Lv et al. · 0 citations
Book Open access Jul 2026

Generation-Augmented Video Corpus Moment Retrieval

This work proposes Video-GAR, a novel framework that reframes the conventional retrieval task from superficial matching to generative understanding, positing that the capability for query reconstruction evidences deep semantic comprehension.

Mingjin Kuai, Qianyin Xiao, Juncheng Li et al. · 0 citations
Preprint Aug 2026

EvoHIL: Self-Evolving Reward and Flow-Matched Policy Optimization for Robust Human-in-the-Loop Reinforcement Learning

EvoHIL is presented, a unified framework that adapts the reward model, action generator, and visual do main within a staged human-in-the-loop learning process to improve task success, agreement with human-confirmation labels, motion smoothness, and completion time relative to human-in-the-loop and imitation baselines.

Shuoqing Zhang, Tongtong Cheng, Xiru Gao et al. · 0 citations

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