Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models
Yunlong Tang, Jing Bi, Pinxin Liu, Zhenyu Pan, Zhangyun Tan, Qianxiang Shen, Jiani Liu, Hang Hua, Junjia Guo, Yunzhong Xiao, Chao Huang, Zhiyuan Wang, Susan Liang, Xinyi Liu, Yizhi Song, Yuhe Nie, Jia-Xing Zhong, Bozheng Li, Daiqing Qi, Ziyun Zeng, Ali Vosoughi, Luchuan Song, Zeliang Zhang, Daiki Shimada, Han Liu, Jiebo Luo, Chenliang Xu
[arXiv 2025/10]

AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning
Zhenyu Pan, Yiting Zhang, Zhuo Liu, Yolo Yunlong Tang, Zeliang Zhang, Haozheng Luo, Yuwei Han, Jianshu Zhang, Dennis Wu, Hong-Yu Chen, Haoran Lu, Haoyang Fang, Manling Li, Chenliang Xu, Philip S. Yu, Han Liu
[arXiv 2025/10]

MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
Zhenyu Pan, Han Liu
[arXiv 2025/03]

Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion?
Zhenyu Pan, Rongyu Cao, Yongchang Cao, Yingwei Ma, Binhua Li, Fei Huang, Han Liu, Yongbin Li
[arXiv 2024/10]

HeteGraph-Mamba: Heterogeneous Graph Learning via Selective State Space Model
Zhenyu Pan*, Yoonsung Jeong*, Xiaoda Liu, Han Liu
[arXiv 2024/05]

Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action
Zhenyu Pan*, Haozheng Luo*, Manling Li, Han Liu
[arXiv 2024/05]

CoRMF: Criticality-Ordered Recurrent Mean Field Ising Solver
Zhenyu Pan, Ammar Gilani, En-Jui Kuo, Zhuo Liu
Physica A: Statistical Mechanics and its Applications

MetaFind: Scene-Aware 3D Asset Retrieval for Coherent Metaverse Scene Generation
Zhenyu Pan, Yucheng Lu, Han Liu
39th Annual Conference on Neural Information Processing Systems [NeurIPS 2025]

SciSciGPT: Advancing Human-AI Collaboration in the Science of Science
Erzhuo Shao, Yifang Wang, Yifan Qian, Zhenyu Pan, Han Liu, Dashun Wang
[Nature Computational Science 2025]

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety
Zhenyu Pan, Yiting Zhang, Yutong Zhang, Jianshu Zhang, Haozheng Luo, Yuwei Han, Dennis Wu, Hong-Yu Chen, Philip S. Yu, Manling Li, Han Liu
International Conference on Computer Vision 2025 [T2FM@ICCV 2025]

FairReason: Balancing Reasoning and Social Bias in MLLMs
Zhenyu Pan, Yutong Zhang, Jianshu Zhang, Haoran Lu, Haozheng Luo, Yuwei Han, Philip S Yu, Manling Li, Han Liu
International Conference on Computer Vision 2025 [T2FM@ICCV 2025]

Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models
Zhenyu Pan, Haozheng Luo, Manling Li, Han Liu
13th International Conference on Learning Representations [ICLR 2025]

Do Code LLMs Understand Design Patterns?
Zhenyu Pan, Xingyu Song, Yifan Wang, Yongchang Cao, Binhua Li, Yongbin Li, Han Liu
47th International Conference on Software Engineering [LLM4Code@ICSE 2025]

Ising-Traffic: Using Ising Machine Learning to Predict Traffic Congestion under Uncertainty
Zhenyu Pan, Anshujit Sharma, Jerry Yao-Chieh Hu, Zhuo Liu, Ang Li, Han Liu, Michael Huang, Tony Geng
37th AAAI Conference on Artificial Intelligence [AAAI 2023]

Software-Hardware Co-design of Heterogeneous SmartNIC System for Recommendation Models Inference and Training
Anqi Guo, Yuchen Hao, Chunshu Wu, Pouya Haghi, Zhenyu Pan, Min Si, Dingwen Tao, Ang Li, Martin Herbordt, Tong Geng
36th ACM International Conference on Supercomputing [ICS 2023]

Ising-CF: A Pathbreaking Collaborative Filtering Method Through Efficient Ising Machine Learning
Zhuo Liu, Yanjun Yang, Zhenyu Pan, Anshujit Sharma, Aamir Hasan, Caiwen Ding, Ang Li, Michael Huang, Tong Geng
60th Design Automation Conference [DAC 2023]

On the Design of Quantum Graph Convolutional Neural Network in the NISQ-Era and Beyond
Zihao Hu, Junyu Li, Zhenyu Pan, Shangshang Zhou, Lvzhou Yang, Caiwen Ding, Omer Khan, Tong Geng, Weiwen Jiang
40th International Conference on Computer Design [ICCD 2022]