Author

Chenhui Gou

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: A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding

Dawei Zhu, Rui Meng, Jie-Feng Chen et al. · 0 citations

Jul 2026

Sample-Efficient Learning from Agent Experience

Compared with classical reinforcement-learning baselines, in-context learning from trial-and-error experience followed by Experience Distillation matches their performance with at least \(9.6\times\) fewer environment samples.

Chenhui Gou, Haoqin Tu, Yun-Hao Fang et al. · arXiv.org · 0 citations

Preprint Aug 2026

REZE: Recognition-Based Zero-Shot Extraction for Video Temporal Grounding

This work proposes REcognition-based Zero-shot Extraction (REZE), a simple training-free method that splits the video into short clips, asks the model for a clip-level confidence score for the query, and uses a deterministic algorithm to convert the resulting score curve into the output required by the task.

Boyang Albert Li, Chen-Hui Gou, Jianfei Cai · 0 citations