Offline Pre-trained Multi-agent Decision Transformer von Meng, Linghui, Wen, Muning, Le, Chenyang, Li, Xiyun, Xing, Dengpeng, Zhang, Weinan, Wen, Ying, Zhang, Haifeng, Wang, Jun, Yang, Yaodong, Xu, Bo

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Safe Multiagent Learning With Soft Constrained Policy Optimization in Real Robot Control von Gu, Shangding, Huang, Dianye, Wen, Muning, Chen, Guang, Knoll, Alois

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RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation von Wang, Dongzi, Zhong, Fangwei, Li, Minglong, Wen, Muning, Peng, Yuanxi, Li, Teng, Yang, Adam

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Large sequence models for sequential decision-making: a survey von WEN, Muning, LIN, Runji, WANG, Hanjing, YANG, Yaodong, WEN, Ying, MAI, Luo, WANG, Jun, ZHANG, Haifeng, ZHANG, Weinan

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Reinforcing Language Agents via Policy Optimization with Action Decomposition von Wen, Muning, Wan, Ziyu, Zhang, Weinan, Wang, Jun, Wen, Ying

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Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation von Shi, Yiwei, Wen, Muning, Zhang, Qi, Zhang, Weinan, Liu, Cunjia, Liu, Weiru

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P3: A Policy-Driven, Pace-Adaptive, and Diversity-Promoted Framework for data pruning in LLM Training von Yang, Yingxuan, Wang, Huayi, Wen, Muning, Mo, Xiaoyun, Peng, Qiuying, Wang, Jun, Zhang, Weinan

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Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement von Wen, Muning, Liao, Junwei, Deng, Cheng, Wang, Jun, Zhang, Weinan, Wen, Ying

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Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training von Feng, Xidong, Wan, Ziyu, Wen, Muning, McAleer, Stephen Marcus, Wen, Ying, Zhang, Weinan, Wang, Jun

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TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision von Zhou, Ruiwen, Yang, Yingxuan, Wen, Muning, Wen, Ying, Wang, Wenhao, Xi, Chunling, Xu, Guoqiang, Yu, Yong, Zhang, Weinan

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OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models von Wang, Jun, Fang, Meng, Wan, Ziyu, Wen, Muning, Zhu, Jiachen, Liu, Anjie, Gong, Ziqin, Song, Yan, Chen, Lei, Ni, Lionel M, Yang, Linyi, Wen, Ying, Zhang, Weinan

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Hammer: Robust Function-Calling for On-Device Language Models via Function Masking von Lin, Qiqiang, Wen, Muning, Peng, Qiuying, Nie, Guanyu, Liao, Junwei, Wang, Jun, Mo, Xiaoyun, Zhou, Jiamu, Cheng, Cheng, Zhao, Yin, Zhang, Weinan

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Large Sequence Models for Sequential Decision-Making: A Survey von Wen, Muning, Lin, Runji, Wang, Hanjing, Yang, Yaodong, Wen, Ying, Mai, Luo, Wang, Jun, Zhang, Haifeng, Zhang, Weinan

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Multi-Agent Reinforcement Learning is a Sequence Modeling Problem von Wen, Muning, Kuba, Jakub Grudzien, Lin, Runji, Zhang, Weinan, Wen, Ying, Wang, Jun, Yang, Yaodong

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Entropy-Regularized Token-Level Policy Optimization for Large Language Models von Wen, Muning, Deng, Cheng, Wang, Jun, Zhang, Weinan, Wen, Ying

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Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning von Kuba, Jakub Grudzien, Chen, Ruiqing, Wen, Muning, Wen, Ying, Sun, Fanglei, Wang, Jun, Yang, Yaodong

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Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks von Meng, Linghui, Wen, Muning, Yang, Yaodong, Le, Chenyang, Li, Xiyun, Zhang, Weinan, Wen, Ying, Zhang, Haifeng, Wang, Jun, Xu, Bo

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MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning von Zhou, Ming, Wan, Ziyu, Wang, Hanjing, Wen, Muning, Wu, Runzhe, Wen, Ying, Yang, Yaodong, Zhang, Weinan, Wang, Jun

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P3: A Policy-Driven, Pace-Adaptive, and Diversity-Promoted Framework for data pruning in LLM Training von Yang, Yingxuan, Wang, Huayi, Wen, Muning, Mo, Xiaoyun, Peng, Qiuying, Wang, Jun, Zhang, Weinan

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Settling the Variance of Multi-Agent Policy Gradients von Kuba, Jakub Grudzien, Wen, Muning, Yang, Yaodong, Meng, Linghui, Gu, Shangding, Zhang, Haifeng, Mguni, David Henry, Wang, Jun

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