Publications

MiniMax: Aili Chen, Aonian Li, Bangwei Gong, Binyang Jiang, Bo Fei, Bo Yang, Boji Shan, Changqing Yu, Chao Wang, Cheng Zhu, Chengjun Xiao, Chengyu Du, Chi Zhang, Chu Qiao, Chunhao Zhang, Chunhui Du, et al. (2025). MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention. Preprint.

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Siye Wu, Jian Xie, Yikai Zhang, Aili Chen, Kai Zhang, Yu Su, Yanghua Xiao (2025). ARM: Adaptive Reasoning Model. Preprint.

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Ruihan Yang, Yikai Zhang, Aili Chen, Xintao Wang, Siyu Yuan, Jiangjie Chen, Deqing Yang, Yanghua Xiao (2025). ARIA: Training Language Agents with Intention-Driven Reward Aggregation. Preprint.

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Jiangjie Chen, Qianyu He, Siyu Yuan, Aili Chen, Zhicheng Cai, Weinan Dai, Hongli Yu, Qiying Yu, Xuefeng Li, Jiaze Chen, Hao Zhou, Mingxuan Wang (2025). Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles. Technical Report.

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Junteng Liu, Yuanxiang Fan, Zhuo Jiang, Han Ding, Yongyi Hu, Chi Zhang, Yiqi Shi, Shitong Weng, Aili Chen, Shiqi Chen, et al. (2025). SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond. Preprint.

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Sirui Xia, Aili Chen, Xintao Wang, Tinghui Zhu, Yikai Zhang, Jiangjie Chen, Yanghua Xiao (2025). Can LLMs Learn to Map the World from Local Descriptions?. Preprint.

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Aili Chen, Chengyu Du, Jiangjie Chen, Jinghan Xu, Yikai Zhang, Siyu Yuan, Zulong Chen, Liangyue Li, Yanghua Xiao (2025). DEEPER Insight into Your User: Directed Persona Refinement for Dynamic Persona Modeling. The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025).

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Ruihan Yang, Jiangjie Chen, Yikai Zhang, Siyu Yuan, Aili Chen, Kyle Richardson, Yanghua Xiao, Deqing Yang (2025). SelfGoal: Your Language Agents Already Know How to Achieve High-level Goals. In 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL 2025).

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Aili Chen, Xuyang Ge, Ziquan Fu, Yanghua Xiao, Jiangjie Chen (2024). TravelAgent: An AI Assistant for Personalized Travel Planning. Preprint.

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Chengyu Du, Jinyi Han, Yizhou Ying, Aili Chen, Qianyu He, Haokun Zhao, Sirui Xia, Haoran Guo, Jiaqing Liang, Zulong Chen, et al. (2024). Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models. Preprint.

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Jiangjie Chen, Xintao Wang, Rui Xu, Siyu Yuan, Yikai Zhang, Wei Shi, Jian Xie, Shuang Li, Ruihan Yang, Tinghui Zhu, Aili Chen, Nianqi Li, Lida Chen, Caiyu Hu, Siye Wu, Scott Ren, Ziquan Fu, Yanghua Xiao (2024). From Persona to Personalization: A Survey on Role-Playing Language Agents. TMLR 2024.

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