2025

Attention Entropy-Guided Dynamic Cache Allocation for Efficient Multimodal Long-Context Inference Zhongwei Wan, Hui Shen, Xin Wang, Che Liu, Zheda Mai, Mi Zhang NAACL 2025

MTL-SVD: Minimizing Singular Value Truncation Loss for Large Language Model Compression Xin Wang, Samiul Alam, Zhongwei Wan, Hui Shen, Mi Zhang NAACL 2025

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 Under submission to TMLR

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

Benchmarking and Boosting Radiology Report Generation for 3D High-Resolution Medical Images Che Liu, Zhongwei Wan, Yuqi Wang, Hui Shen, Haozhe Wang, Kangyu Zheng, Mi Zhang, Rossella Arcucci arXiv 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 Under submission to ACL 2025 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