Selected

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Hui Shen, Taiqiang Wu, Qi Han, Yunta Hsieh, Jizhou Wang, Yuyue Zhang, Yuxin Cheng, Zijian Hao, Yuansheng Ni, Xin Wang, Zhongwei Wan, Kai Zhang, Wendong Xu, Jing Xiong, Ping Luo, Wenhu Chen, Chaofan Tao, Z. Morley Mao, Ngai Wong arXiv preprint, 2025 Project Page / Data / Code / Paper

Efficient Diffusion Models: A Survey Hui Shen*, Jingxuan Zhang*, Boning Xiong*, Rui Hu*, Shoufa Chen, Zhongwei Wan, Xin Wang, Yu Zhang, Zixuan Gong, Guangyin Bao, Chaofan Tao, Yongfeng Huang, Ye Yuan, Mi Zhang Transactions on Machine Learning Research (TMLR-2025) GitHub Repo / Paper

Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion Hui Shen, Zhongwei Wan, Xin Wang, Mi Zhang ECCV 2024 @ Computational Aspects of Deep Learning (Best Paper Award) Code / Paper

Preprint

DoPE: Denoising Rotary Position Embedding Jing Xiong, Liyang Fan, Hui Shen, Zunhai Su, Min Yang, Lingpeng Kong, Ngai Wong arXiv preprint, 2025 Paper

ATTS: Asynchronous Test-Time Scaling via Conformal Prediction Jing Xiong, Qiujiang Chen, Fanghua Ye, Zhongwei Wan, Chuanyang Zheng, Chenyang Zhao, Hui Shen, Alexander Hanbo Li, Chaofan Tao, Haochen Tan, Haoli Bai, Lifeng Shang, Lingpeng Kong, Ngai Wong arXiv preprint, 2025 Paper

LongEmotion: Measuring Emotional Intelligence of Large Language Models in Long-Context Interaction Weichu Liu, Jing Xiong, Yuxuan Hu, Zixuan Li, Minghuan Tan, Ningning Mao, Chenyang Zhao, Zhongwei Wan, Chaofan Tao, Wendong Xu, Hui Shen, Chengming Li, Lingpeng Kong, Ngai Wong arXiv preprint, 2025 Code / Paper

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Hui Shen, Taiqiang Wu, Qi Han, Yunta Hsieh, Jizhou Wang, Yuyue Zhang, Yuxin Cheng, Zijian Hao, Yuansheng Ni, Xin Wang, Zhongwei Wan, Kai Zhang, Wendong Xu, Jing Xiong, Ping Luo, Wenhu Chen, Chaofan Tao, Z. Morley Mao, Ngai Wong arXiv preprint, 2025 Project Page / Data / Code / Paper

SwingArena: Competitive Programming Arena for Long-context GitHub Issue Solving Wendong Xu, Jing Xiong, Chenyang Zhao, Qiujiang Chen, Haoran Wang, Hui Shen, Zhongwei Wan, Jianbo Dai, Taiqiang Wu, He Xiao, Chaofan Tao, Z. Morley Mao, Ying Sheng, Zhijiang Guo, Hongxia Yang, Bei Yu, Lingpeng Kong, Quanquan Gu, Ngai Wong arXiv preprint, 2025 Project Page / Paper

2025

SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning Zhongwei Wan, Zhihao Dou, Che Liu, Yu Zhang, Dongfei Cui, Qinjian Zhao, Hui Shen, Jing Xiong, Yi Xin, Yifan Jiang, Yangfan He, Mi Zhang, Shen Yan NeurIPS 2025 Code / Paper

MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference Zhongwei Wan, Hui Shen, Xin Wang, Che Liu, Zheda Mai, Mi Zhang NAACL 2025 Code / Paper

SVD-LLM V2: Optimizing Singular Value Truncation for Large Language Model Compression Xin Wang, Samiul Alam, Zhongwei Wan, Hui Shen, Mi Zhang NAACL 2025 Code / Paper

Argus: Benchmarking and Enhancing Vision-Language Models for 3D Radiology Report Generation Che Liu, Zhongwei Wan, Yuqi Wang, Hui Shen, Haozhe Wang, Kangyu Zheng, Mi Zhang, Rossella Arcucci ACL 2025 Findings Paper

MEIT: Multi-modal electrocardiogram instruction tuning on large language models for report generation Zhongwei Wan, Che Liu, Xin Wang, Chaofan Tao, Hui Shen, Zhenwu Peng, Jie Fu, Rossella Arcucci, Huaxiu Yao, Mi Zhang ACL 2025 Findings Code / Paper

Efficient Diffusion Models: A Survey Hui Shen*, Jingxuan Zhang*, Boning Xiong*, Rui Hu*, Shoufa Chen, Zhongwei Wan, Xin Wang, Yu Zhang, Zixuan Gong, Guangyin Bao, Chaofan Tao, Yongfeng Huang, Ye Yuan, Mi Zhang Transactions on Machine Learning Research (TMLR-2025) GitHub Repo / Paper

2024

Autoregressive Models in Vision: A Survey Jing Xiong, Gongye Liu, Lun Huang, Chengyue Wu, Taiqiang Wu, Yao Mu, Yuan Yao, Hui Shen, Zhongwei Wan, Jinfa Huang, Chaofan Tao, Shen Yan, Huaxiu Yao, Lingpeng Kong, Hongxia Yang, Mi Zhang, Guillermo Sapiro, Jiebo Luo, Ping Luo, Ngai Wong Transactions on Machine Learning Research (TMLR-2025) GitHub Repo / Paper

Artificial Intelligence of Things: A Survey Shakhrul Iman Siam, Hyunho Ahn, Li Liu, Samiul Alam, Hui Shen, Zhichao Cao, Ness Shroff, Bhaskar Krishnamachari, Mani Srivastava, Mi Zhang ACM Transactions on Sensor Networks (TOSN) GitHub Repo / Paper

Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion Hui Shen, Zhongwei Wan, Xin Wang, Mi Zhang ECCV 2024 @ Computational Aspects of Deep Learning (Best Paper Award) Code / Paper

2023

FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things Samiul Alam, Tuo Zhang, Tiantian Feng, Hui Shen, Zhichao Cao, Dong Zhao, JeongGil Ko, Kiran Somasundaram, Shrikanth S Narayanan, Salman Avestimehr, Mi Zhang Journal of Data-centric Machine Learning Research (DMLR) Code / Paper