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Dongbin Zhao

Full Professor, Institute of automation, Chinese academy of science, Chinese Academy of Sciences

4 papers at NeurIPS 2025

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Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Learning and Planning Multi-Agent Tasks via an MoE-based World Model
#303 · Zijie Zhao, Zhongyue Zhao, Kaixuan Xu, Yuqian Fu, Jiajun Chai, Yuanheng Zhu, Dongbin Zhao

We propose a novel framework employs a MoE-based multi-agent world model for learning and planning in multi-task scenarios.

Poster Session 5

2 papers
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Equilibrium Policy Generalization: A Reinforcement Learning Framework for Cross-Graph Zero-Shot Generalization in Pursuit-Evasion Games
#411 · Runyu Lu, Peng Zhang, Ruochuan Shi, Yuanheng Zhu, Dongbin Zhao, Yang Liu, Dong Wang, Cesare Alippi
Videos are Sample-Efficient Supervisions: Behavior Cloning from Videos via Latent Representations
#509 · Xin Liu, Haoran Li, Dongbin Zhao

We achieve sample-efficient visual policy learning under the supervisions of only expert videos, without accessing rewards or expert actions.

Poster Session 6

1 paper
Friday, December 5, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL
#5003 · Songjun Tu, Jiahao Lin, Qichao Zhang, Xiangyu Tian, Linjing Li, Xiangyuan Lan, Dongbin Zhao