Campus Guide: A Lidar-based Mobile Robot. - Minghao Liu 003; Zhixing Hou; Zezhou Sun; Ning Yin; Hang Yang; Ying Wang 007; Zhiqiang Chu; Hui Kong 001 (ECMR, 2019)

Build your own hybrid thermal/EO camera for autonomous vehicle. - Yigong Zhang; Yicheng Gao; Shuo Gu; Yubin Guo; Minghao Liu 003; Zezhou Sun; Zhixing Hou; Hang Yang; Ying Wang 007; Jian Yang 003; Jean Ponce; Hui Kong 001 (ICRA, 2019)

MAP-Neo: Highly Capable and Transparent Bilingual Large Language Model Series. - Ge Zhang 009; Scott Qu; Jiaheng Liu; Chenchen Zhang; Chenghua Lin; Chou Leuang Yu; Danny Pan; Esther Cheng; Jie Liu 047; Qunshu Lin; Raven Yuan; Tuney Zheng; et al. (CoRR, 2024)

PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents. - Junjie Wang; Yin Zhang; Yatai Ji; Yuxiang Zhang 006; Chunyang Jiang; Yubo Wang; Kang Zhu; Zekun Wang; Tiezhen Wang; Wenhao Huang 001; Jie Fu 001; Bei Chen; et al. (CoRR, 2024)

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks. - Kaijing Ma; Xinrun Du; Yunran Wang; Haoran Zhang; Zhoufutu Wen; Xingwei Qu; Jian Yang 003; Jiaheng Liu; Minghao Liu 003; Xiang Yue; Wenhao Huang 001; Ge Zhang 009 (CoRR, 2024)

A Comparative Study on Reasoning Patterns of OpenAI's o1 Model. - Siwei Wu; Zhongyuan Peng; Xinrun Du; Tuney Zheng; Minghao Liu 003; Jialong Wu 009; Jiachen Ma 005; Yizhi Li; Jian Yang 030; Wangchunshu Zhou; Qunshu Lin; Junbo Zhao 002; et al. (CoRR, 2024)

AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions. - Ziming Li; Qianbo Zang; David Ma; Jiawei Guo; Tuney Zheng; Minghao Liu 003; Xinyao Niu; Yue Wang; Jian Yang 003; Jiaheng Liu; Wanjun Zhong; Wangchunshu Zhou; et al. (CoRR, 2024)

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks. - Kaijing Ma; Xeron Du; Yunran Wang; Haoran Zhang; Zhoufutu Wen; Xingwei Qu; Jian Yang 003; Jiaheng Liu; Minghao Liu 003; Xiang Yue; Wenhao Huang 001; Ge Zhang 009 (ICLR, 2025)

YuE: Scaling Open Foundation Models for Long-Form Music Generation. - Ruibin Yuan; Hanfeng Lin; Shuyue Guo; Ge Zhang 009; Jiahao Pan; Yongyi Zang; Haohe Liu; Yiming Liang; Wenye Ma; Xingjian Du; Xinrun Du; Zhen Ye; et al. (CoRR, 2025)

COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values. - M.-A-P. Team; Siwei Wu; Jincheng Ren; Xinrun Du; Shuyue Guo; Xingwei Qu; Yiming Liang; Jie Liu 047; Yunwen Li; Tianyu Zheng; Boyu Feng; Huaqing Yuan; et al. (CoRR, 2025)

FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models. - Zhouliang Yu; Ruotian Peng; Keyi Ding; Yizhe Li; Zhongyuan Peng; Minghao Liu 003; Yifan Zhang; Zheng Yuan; Huajian Xin; Wenhao Huang 001; Yandong Wen; Ge Zhang 009; et al. (CoRR, 2025)

MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix. - Ziyang Ma 001; Yinghao Ma; Yanqiao Zhu 003; Chen Yang; Yi-Wen Chao; Ruiyang Xu; Wenxi Chen; Yuanzhe Chen; Zhuo Chen 006; Jian Cong; Kai Li; Keliang Li; et al. (CoRR, 2025)

TaskCraft: Automated Generation of Agentic Tasks. - Dingfeng Shi; Jingyi Cao; Qianben Chen; Weichen Sun; Weizhen Li; Hongxuan Lu; Fangchen Dong; Tianrui Qin; King Zhu; Minghao Liu 003; Jian Yang 003; Ge Zhang 009; et al. (CoRR, 2025)

Scaling Test-time Compute for LLM Agents. - King Zhu; Hanhao Li; Siwei Wu; Tianshun Xing; Dehua Ma; Xiangru Tang; Minghao Liu 003; Jian Yang 003; Jiaheng Liu; Yuchen Eleanor Jiang; Changwang Zhang; Chenghua Lin; et al. (CoRR, 2025)

OAgents: An Empirical Study of Building Effective Agents. - He Zhu; Tianrui Qin; King Zhu; Heyuan Huang; Yeyi Guan; Jinxiang Xia; Yi Yao; Hanhao Li; Ningning Wang; Pai Liu; Tianhao Peng; Xin Gui; et al. (CoRR, 2025)

CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization. - Zhongyuan Peng; Yifan Yao; Kaijing Ma; Shuyue Guo; Yizhe Li; Yichi Zhang; Chenchen Zhang; Yifan Zhang; Zhouliang Yu; Luming Li; Minghao Liu 003; Yihang Xia; et al. (CoRR, 2025)

VeriGUI: Verifiable Long-Chain GUI Dataset. - Shunyu Liu 001; Minghao Liu 003; Huichi Zhou; Zhenyu Cui; Yang Zhou; Yuhao Zhou; Wendong Fan; Ge Zhang 009; Jiajun Shi; Weihao Xuan; Jiaxing Huang 001; Shuang Luo; et al. (CoRR, 2025)

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL. - Weizhen Li; Jianbo Lin; Zhuosong Jiang; Jingyi Cao; Xinpeng Liu; Jiayu Zhang; Zhenqiang Huang; Qianben Chen; Weichen Sun; Qiexiang Wang; Hongxuan Lu; Tianrui Qin; et al. (CoRR, 2025)