TopoCurate:Modeling Interaction Topology for Tool-Use Agent Training.

Chengcheng Han 0006 Meituan Inc., China Chengcheng Han Chengcheng Han 0001 Xi'an Jiaotong University, Department of Mechanical Engineering, China https://orcid.org/0000-0002-7691-6221 Chengcheng Han 0002 University of Science and Technology of China, CAS Key Laboratory of Wireless-Optical Communications, Hefei, China https://orcid.org/0000-0002-8890-9467 https://ieeexplore.ieee.org/author/37086531965 Chengcheng Han 0003 Northwest Minzu University, School of Mathematics and Computer Science, Lanzhou, China Chengcheng Han 0004 韩程程 East China Normal University, School of Data Science and Engineering, Shanghai, China https://orcid.org/0000-0001-8138-9799 Chengcheng Han 0005 National Institute of Natural Hazards, Beijing, China Institute of Disaster Prevention, Langfang, China

Jinluan Yang Yuxin Liu Zhengyu Chen 0001 Chengcheng Han 0006 Yueqing Sun Qi Gu Hui Su Xunliang Cai Fei Wu 0001 Kun Kuang 0001 TopoCurate:Modeling Interaction Topology for Tool-Use Agent Training. 2026 March abs/2603.01714 CoRR https://doi.org/10.48550/arXiv.2603.01714 db/journals/corr/corr2603.html#abs-2603-01714 streams/journals/corr

Zhentao Xie Chengcheng Han 0006 Jinxin Shi Wenjun Cui Xin Zhao Xingjiao Wu Jiabao Zhao RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual Compensation. 6575-6602 2025 ACL (Findings) https://aclanthology.org/2025.findings-acl.342/ conf/acl/2025f db/conf/acl/acl2025f.html#Xie0SCZWZ25 Peng Xu Shengwu Xiong 0001 Jiajun Zhang Yaxiong Chen Bowen Zhou 0002 Chen Change Loy David A. Clifton Kyoung Mu Lee Luc Van Gool Ruiming He Ruilin Yao Xinwei Long Jirui Huang Kai Tian Sa Yangbcd Yihua Shao Jin Feng Yue Zhong Jiakai Zhou Cheng Tang Tianyu Zou Yifang Zhang Junming Liang Guoyou Li Zhaoxiang Wang Qiang Zhou Yichen Zhao Shili Xiong Hyeongjin Nam Jaerin Lee Jaeyoung Chung JoonKyu Park Junghun Oh Kanggeon Lee Wooseok Lee Juneyoung Ro Turghun Osman Can Hu Chaoyang Liao Cheng Chen Chengcheng Han 0006 Chenhao Qiu Chong Peng Cong Xu Dailin Li Feiyu Wang Feng Gao Guibo Zhu Guopeng Tang Haibo Lu Han Fang Han Qi Hanxiao Wu Haobo Cheng Hongbo Sun Hongyao Chen Huayong Hu Hui Lid Jiaheng Ma Jiang Yu Jianing Wang Jie Yang Jing He Jinglin Zhou Jingxuan Li Josef Kittler Lihao Zheng Linnan Zhao Mengxi Jia Muyang Yan Nguyen Thanh Thien Pu Luo Qi Li Shien Song Shijie Dong Shuai Shao Shutao Li Taofeng Xue Tianyang Xu Tianyi Gao Tingting Li Wei Zhang Weiyang Su Xiaodong Dong Xiao-Jun Wu Xiaopeng Zhou Xin Chen Xin Wei Xinyi You Xudong Kang Xujie Zhou Xusheng Liu Yanan Wang Yanbin Huang Yang Liu Yang Yang Yanglin Deng Yashu Kang Ye Yuan Yi Wen Yicen Tian Yilin Tao Yin Tang Yipeng Lin Yiqing Wang Yiting Xi Yongkang Yu Yumei Li Yuxin Qin Yuying Chen Yuzhe Cen Zhaofan Zou Zhaohong Liu Zhehao Shen Zhenglin Du Zhengyang Li Zhenni Huang Zhenwei Shao Zhilong Song Zhiyong Feng Zhiyu Wang Zhou Yu Ziang Li Zihan Zhai Zijian Zhang Ziyang Peng Ziyun Xiao Zongshu Li MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook. ICCVW 2025 6576-6605 conf/iccv/2025w https://doi.org/10.1109/ICCVW69036.2025.00681 db/conf/iccv/iccv2025w.html#XuXZCZLCLGHYLHTYSFZZTZZ25 streams/conf/iccv

Zhentao Xie Chengcheng Han 0006 Jinxin Shi Wenjun Cui Xin Zhao Xingjiao Wu Jiabao Zhao RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual Compensation. 2025 May abs/2505.24442 CoRR https://doi.org/10.48550/arXiv.2505.24442 db/journals/corr/corr2505.html#abs-2505-24442 streams/journals/corr

Peng Xu Shengwu Xiong 0001 Jiajun Zhang Yaxiong Chen Bowen Zhou 0002 Chen Change Loy David A. Clifton Kyoung Mu Lee Luc Van Gool Ruiming He Ruilin Yao Xinwei Long Jirui Huang Kai Tian Sa Yang Yihua Shao Jin Feng Yue Zhong Jiakai Zhou Cheng Tang Tianyu Zou Yifang Zhang Junming Liang Guoyou Li Zhaoxiang Wang Qiang Zhou Yichen Zhao Shili Xiong Hyeongjin Nam Jaerin Lee Jaeyoung Chung JoonKyu Park Junghun Oh Kanggeon Lee Wooseok Lee Juneyoung Ro Turghun Osman Can Hu Chaoyang Liao Cheng Chen Chengcheng Han 0006 Chenhao Qiu Chong Peng Cong Xu Dailin Li Feiyu Wang Feng Gao Guibo Zhu Guopeng Tang Haibo Lu Han Fang Han Qi Hanxiao Wu Haobo Cheng Hongbo Sun Hongyao Chen Huayong Hu Hui Li Jiaheng Ma Jiang Yu Jianing Wang Jie Yang Jing He Jinglin Zhou Jingxuan Li Josef Kittler Lihao Zheng Linnan Zhao Mengxi Jia Muyang Yan Nguyen Thanh Thien Pu Luo Qi Li Shien Song Shijie Dong Shuai Shao Shutao Li 0001 Taofeng Xue Tianyang Xu 0001 Tianyi Gao Tingting Li Wei Zhang Weiyang Su Xiaodong Dong Xiao-Jun Wu 0001 Xiaopeng Zhou Xin Chen Xin Wei Xinyi You Xudong Kang Xujie Zhou Xusheng Liu Yanan Wang Yanbin Huang Yang Liu Yang Yang Yanglin Deng Yashu Kang Ye Yuan Yi Wen MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook. 2025 September abs/2509.14142 CoRR https://doi.org/10.48550/arXiv.2509.14142 db/journals/corr/corr2509.html#abs-2509-14142 streams/journals/corr

Wei He 0014 Yueqing Sun Hongyan Hao Xueyuan Hao Zhikang Xia Qi Gu Chengcheng Han 0006 Dengchang Zhao Hui Su Kefeng Zhang Man Gao Xi Su Xiaodong Cai Xunliang Cai Yu Yang 0016 Yunke Zhao VitaBench: Benchmarking LLM Agents with Versatile Interactive Tasks in Real-world Applications. 2025 September abs/2509.26490 CoRR https://doi.org/10.48550/arXiv.2509.26490 db/journals/corr/corr2509.html#abs-2509-26490 streams/journals/corr

Xiaodong Cai Xunliang Cai Yuzhe Cen Cheng Chen Hongyao Chen Xin Chen Yaxiong Chen Yuying Chen Zhengyu Chen 0001 Haobo Cheng Jaeyoung Chung David A. Clifton Wenjun Cui Yanglin Deng Shijie Dong Xiaodong Dong Zhenglin Du Han Fang Jin Feng Zhiyong Feng Feng Gao Man Gao Tianyi Gao Luc Van Gool Qi Gu Qi HanHan Qi Hongyan Hao Xueyuan Hao Jing He Ruiming He Wei He 0014 Can Hu Huayong Hu Jirui Huang Yanbin Huang Zhenni Huang Mengxi Jia Xudong Kang Yashu Kang Josef Kittler Kun Kuang 0001 Jaerin Lee Kanggeon Lee Kyoung Mu Lee Wooseok Lee Dailin Li Guoyou Li Hui Li Jingxuan Li Qi Li Shutao Li Shutao Li 0001 Tingting Li Yumei Li Zhengyang Li Ziang Li Zongshu Li Junming Liang Chaoyang Liao Hui Lid Yipeng Lin Xu-Sheng LiuXusheng Liu Yang Liu Yuxin Liu Zhaohong Liu Xinwei Long Chen Change Loy Haibo Lu Pu Luo Jiaheng Ma Hyeongjin Nam Junghun Oh Turghun Osman Joonkyu ParkJoonKyu Park Chong Peng Ziyang Peng Yuxin Qin Chenhao Qiu Juneyoung Ro Shuai Shao Yihua Shao Zhenwei Shao Zhehao Shen Jinxin Shi Shien Song Zhilong Song Hui Su Weiyang Su Xi Su Hongbo Sun Yueqing Sun Cheng Tang Guopeng Tang Yin Tang Yilin Tao Nguyen Thanh Thien Kai Tian Yicen Tian Feiyu Wang Jianing Wang Yanan Wang Yiqing Wang Zhaoxiang Wang Zhiyu Wang Xin Wei Yi Wen Fei Wu 0001 Hanxiao Wu Xiaojun WuXiao-Jun Wu Xiaojun Wu 0001Xiao-Jun Wu 0001 Xingjiao Wu Yiting Xi Zhikang Xia Ziyun Xiao Zhentao Xie Shengwu Xiong 0001 Shili Xiong Cong Xu Peng Xu Tianyang Xu Tianyang Xu 0001 Taofeng Xue Muyang Yan Jie Yang Jinluan Yang Sa Yang Yang Yang Yu Yang 0016 Sa Yangbcd Ruilin Yao Xinyi You Jiang Yu Yongkang Yu Zhou Yu Ye Yuan Zihan Zhai Jiajun Zhang Kefeng Zhang Wei Zhang Yifang Zhang Zijian Zhang Dengchang Zhao Jiabao Zhao Linnan Zhao Xin Zhao Yichen Zhao Yunke Zhao Lihao Zheng Yue Zhong Bowen Zhou 0002 Jiakai Zhou Jinglin Zhou Qiang Zhou Xiaopeng Zhou Xujie Zhou Guibo Zhu Tianyu Zou Zhaofan Zou