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Houqiang Li

Professor, University of Science and Technology of China

4 papers at NeurIPS 2025

Homepage· OpenReview· Semantic Scholar· Google Scholar

Poster Session 1

1 paper
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Enhancing the Outcome Reward-based RL Training of MLLMs with Self-Consistency Sampling
#512 · Jiahao Wang, Weiye Xu, Aijun Yang, Wengang Zhou, Lewei Lu, Houqiang Li, Xiaohua Wang, Jinguo Zhu

We introduce Self-Consistency Sampling (SCS), a framework that improves the faithfulness of reasoning trajectory.

Poster Session 2

1 paper
Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Optimizing Distributional Geometry Alignment with Optimal Transport for Generative Dataset Distillation
#1511 · Xiao Cui, Yulei Qin, Wengang Zhou, Hongsheng Li, Houqiang Li

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding
#4802 · Xiaoyi Zhang, Zhaoyang Jia, Zongyu Guo, Jiahao Li, Bin Li, Houqiang Li, Yan Lu

To resolve long video understanding task, we propose Deep Video Discovery agent to iterative reasoning and gather information from video content via an agentic search and tool use strategy..

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation Engineering
#4611 · Jianfeng Cai, Jiale Hong, Zongmeng Zhang, Wengang Zhou, zhannianji, Houqiang Li