Ren, Qihan

11 publications

TMLR 2026 A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence Huan-ang Gao, Jiayi Geng, Wenyue Hua, Mengkang Hu, Xinzhe Juan, Hongzhang Liu, Shilong Liu, Jiahao Qiu, Xuan Qi, Qihan Ren, Yiran Wu, Hongru Wang, Han Xiao, Yuhang Zhou, Shaokun Zhang, Jiayi Zhang, Jinyu Xiang, Yixiong Fang, Qiwen Zhao, Dongrui Liu, Cheng Qian, Zhenhailong Wang, Minda Hu, Huazheng Wang, Qingyun Wu, Heng Ji, Mengdi Wang

ICLR 2026 Can LLMs Reason Soundly in Law? Auditing Inference Patterns for Legal Judgment Lu Chen, Yuxuan Huang, Yixing Li, Dongrui Liu, Qihan Ren, ShuaiZhao, Kun Kuang, Zilong Zheng, Quanshi Zhang

ICLR 2026 Conditional Advantage Estimation for Reinforcement Learning in Large Reasoning Models Guanxu Chen, Yafu Li, Yuxian Jiang, Chen Qian, Qihan Ren, Yang JingYi, Yu Cheng, Dongrui Liu, Jing Shao

ICLR 2026 Towards Self-Evolving Agent Benchmarks : Validatable Agent Trajectory via Test-Time Exploration Dadi Guo, Tianyi Zhou, Dongrui Liu, Chen Qian, Qihan Ren, Shuai Shao, Zhiyuan Fan, Yi R. Fung, Kun Wang, Linfeng Zhang, Jing Shao

ICLR 2026 Your Agent May Misevolve: Emergent Risks in Self-Evolving LLM Agents Shuai Shao, Qihan Ren, Dongrui Liu, Chen Qian, Boyi Wei, Dadi Guo, Yang JingYi, Xinhao Song, Linfeng Zhang, Weinan Zhang, Jing Shao

NeurIPS 2024 Towards the Dynamics of a DNN Learning Symbolic Interactions Qihan Ren, Junpeng Zhang, Yang Xu, Yue Xin, Dongrui Liu, Quanshi Zhang

ICLR 2024 Where We Have Arrived in Proving the Emergence of Sparse Interaction Primitives in DNNs Qihan Ren, Jiayang Gao, Wen Shen, Quanshi Zhang

ICML 2023 Bayesian Neural Networks Avoid Encoding Complex and Perturbation-Sensitive Concepts Qihan Ren, Huiqi Deng, Yunuo Chen, Siyu Lou, Quanshi Zhang

NeurIPS 2023 Towards the Difficulty for a Deep Neural Network to Learn Concepts of Different Complexities Dongrui Liu, Huiqi Deng, Xu Cheng, Qihan Ren, Kangrui Wang, Quanshi Zhang

ICLR 2022 Discovering and Explaining the Representation Bottleneck of Dnns Huiqi Deng, Qihan Ren, Hao Zhang, Quanshi Zhang

NeurIPS 2021 Interpreting Representation Quality of DNNs for 3D Point Cloud Processing Wen Shen, Qihan Ren, Dongrui Liu, Quanshi Zhang