📝 Publications
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A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence, Huan-ang Gao*, Jiayi Geng*, Wenyue Hua*, Mengkang Hu*, Xinzhe Juan*, Hongzhang Liu*, Shilong Liu*, Jiahao Qiu*, Xuan Qi*, Yiran Wu*, Hongru Wang*, Han Xiao*, Yuhang Zhou*, Shaokun Zhang*, Jiayi Zhang, Jinyu Xiang, Yixiong Fang, Qiwen Zhao, Dongrui Liu, Qihan Ren, Cheng Qian, Zhenghailong Wang, Minda Hu, Huazheng Wang, Qingyun Wu, Heng Ji, Mengdi Wang. Arxiv 2025.
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AI4Research: A Survey of Artificial Intelligence for Scientific Research, Qiguang Chen, Mingda Yang, Libo Qin, Jinhao Liu, Zheng Yan, Jiannan Guan, Dengyun Peng, Yiyan Ji, Hanjing Li, Mengkang Hu, Yimeng Zhang, Yihao Liang, Yuhang Zhou, Jiaqi Wang, Zhi Chen, Wanxiang Che. Arxiv 2025.
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OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation, Mengkang Hu*, Yuhang Zhou*, Wendong Fan, Yuzhou Nie, Bowei Xia, Tao Sun, Ziyu Ye, Zhaoxuan Jin, Yingru Li, Qiguang Chen, Zeyu Zhang, Yifeng Wang, Qianshuo Ye, Bernard Ghanem, Ping Luo, Guohao Li. Arxiv 2025.
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Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models, Qiguang Chen, Libo Qin, Jinhao Liu, Dengyun Peng, Jiannan Guan, Peng Wang, Mengkang Hu, Yuhang Zhou, Te Gao, Wanxiang Che. Arxiv 2025.
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DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective, Dengyun Peng*, Yuhang Zhou*, Qiguang Chen*, Jinhao Liu, Jingjing Chen, Libo Qin. Arxiv 2025.
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DivIL: Unveiling and Addressing Over-Invariance for Out-of-Distribution Generalization, Jiaqi Wang*, Yuhang Zhou*, Zhixiong Zhang*, Qiguang Chen, Yongqiang Chen, James Cheng. TMLR 2025.
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A survey of multilingual large language models, Libo Qin*, Qiguang Chen*, Yuhang Zhou, Zhi Chen, Yinghui Li, Lizi Liao, Min Li, Wanxiang Che, Philip S Yu. Patterns 2025.
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