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- 2026
[c2]Congmin Zheng, Jiachen Zhu, Zhuoying Ou, Yuxiang Chen, Kangning Zhang, Rong Shan, Zeyu Zheng, Mengyue Yang, Jianghao Lin, Yong Yu, Weinan Zhang:
A Comprehensive Survey of Process Reward Models: Data Generation, Model Construction, and Usage. ACL (1) 2026: 3591-3607- [i9]Congmin Zheng, Xiaoyun Mo, Xinbei Ma, Qiqiang Lin, Yin Zhao, Jiachen Zhu, Xingyu Lou, Jun Wang, Zhaoxiang Wang, Weiwen Liu, Zhuosheng Zhang, Yong Yu, Weinan Zhang:
Adaptive Milestone Reward for GUI Agents. CoRR abs/2602.11524 (2026) - [i8]Weiming Zhang, Jihong Wang, Jiamu Zhou, Qingyao Li, Xinbei Ma, Congmin Zheng, Xingyu Lou, Weiwen Liu, Zhuosheng Zhang, Jun Wang, Yong Yu, Weinan Zhang:
Plan-MCTS: Plan Exploration for Action Exploitation in Web Navigation. CoRR abs/2602.14083 (2026) - [i7]Jiachen Zhu, Lingyu Yang, Rong Shan, Congmin Zheng, Zeyu Zheng, Weiwen Liu, Yong Yu, Weinan Zhang, Jianghao Lin:
Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization. CoRR abs/2604.09574 (2026) - [i6]Jiachen Zhu, Zhuoying Ou, Congmin Zheng, Yuxiang Chen, Zeyu Zheng, Rong Shan, Lingyu Yang, Lionel Z. Wang, Weiwen Liu, Yong Yu, Weinan Zhang, Jianghao Lin:
Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering. CoRR abs/2605.15721 (2026) - [i5]Xinbei Ma, Congmin Zheng, Jiyang Qiu, Jiale Hong, Yao Yao, Xiangmou Qu, Jiaxin Yin, Xingyu Lou, Jun Wang, Weiwen Liu, Weinan Zhang, Zhuosheng Zhang, Hai Zhao:
Retrospective Progress-Aware Self-Refinement for LLM Agent Training. CoRR abs/2606.14302 (2026) - 2025
- [c1]Jiachen Zhu, Congmin Zheng, Jianghao Lin, Kounianhua Du, Ying Wen, Yong Yu, Jun Wang, Weinan Zhang:
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning. ACL (Findings) 2025: 8453-8468 - [i4]Jiachen Zhu, Congmin Zheng, Jianghao Lin, Kounianhua Du, Ying Wen, Yong Yu, Jun Wang, Weinan Zhang:
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning. CoRR abs/2502.14361 (2025) - [i3]Jiachen Zhu, Menghui Zhu, Renting Rui, Rong Shan, Congmin Zheng, Bo Chen, Yunjia Xi, Jianghao Lin, Weiwen Liu
, Ruiming Tang, Yong Yu, Weinan Zhang:
Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey. CoRR abs/2506.11102 (2025) - [i2]Congmin Zheng, Jiachen Zhu, Jianghao Lin, Xinyi Dai, Yong Yu, Weinan Zhang, Mengyue Yang:
CoLD: Counterfactually-Guided Length Debiasing for Process Reward Models. CoRR abs/2507.15698 (2025) - [i1]Ning Li, Qiqiang Lin, Zheng Wu, Xiaoyun Mo, Weiming Zhang, Yin Zhao, Xiangmou Qu, Jiamu Zhou, Congmin Zheng, Yuanyi Song, Hongjiang Chen, Heyuan Huang, Jihong Wang, Jiaxin Yin, Jingwei Yu, Junwei Liao, Qiuying Peng, Xingyu Lou, Jun Wang, Weiwen Liu, Zhuosheng Zhang, Weinan Zhang:
ColorAgent: Building A Robust, Personalized, and Interactive OS Agent. CoRR abs/2510.19386 (2025)
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