Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion. - Hui Shen 008; Zhongwei Wan; Xin Wang 120; Mi Zhang 002 (ECCV Workshops (11), 2024)

Electrocardiogram Instruction Tuning for Report Generation. - Zhongwei Wan; Che Liu 002; Xin Wang 120; Chaofan Tao; Hui Shen 008; Zhenwu Peng; Jie Fu 001; Rossella Arcucci; Huaxiu Yao; Mi Zhang 002 (CoRR, 2024)

Benchmarking and Boosting Radiology Report Generation for 3D High-Resolution Medical Images. - Che Liu 002; Zhongwei Wan; Yuqi Wang; Hui Shen 008; Haozhe Wang 002; Kangyu Zheng; Mi Zhang 002; Rossella Arcucci (CoRR, 2024)

FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things. - Samiul Alam; Tuo Zhang; Tiantian Feng; Hui Shen 008; Zhichao Cao 001; Dong Zhao 002; Jeonggil Ko; Kiran K. Somasundaram; Shrikanth Narayanan; Salman Avestimehr; Mi Zhang 002 (J. Data-centric Mach. Learn. Res., 2024)

Argus: Benchmarking and Enhancing Vision-Language Models for 3D Radiology Report Generation. - Che Liu 002; Zhongwei Wan; Yuqi Wang; Hui Shen 008; Haozhe Wang 002; Kangyu Zheng; Mi Zhang 002; Rossella Arcucci (ACL (Findings), 2025)

MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation. - Zhongwei Wan; Che Liu 002; Xin Wang 120; Chaofan Tao; Hui Shen 008; Jing Xiong; Rossella Arcucci; Huaxiu Yao; Mi Zhang 002 (ACL (Findings), 2025)

MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference. - Zhongwei Wan; Hui Shen 008; Xin Wang 120; Che Liu 002; Zheda Mai; Mi Zhang 002 (NAACL (Long Papers), 2025)

SVD-LLM V2: Optimizing Singular Value Truncation for Large Language Model Compression. - Xin Wang 120; Samiul Alam; Zhongwei Wan; Hui Shen 008; Mi Zhang 002 (NAACL (Long Papers), 2025)

SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning. - Zhongwei Wan; Zhihao Dou; Che Liu 002; Yu Zhang 133; Dongfei Cui; Qinjian Zhao; Hui Shen 008; Jing Xiong; Yi Xin 003; Yifan Jiang; Chaofan Tao; Yangfan He; et al. (NeurIPS, 2025)

Efficient Diffusion Models: A Survey. - Hui Shen 008; Jingxuan Zhang; Boning Xiong; Rui Hu; Shoufa Chen; Zhongwei Wan; Xin Wang 120; Yu Zhang 133; Zixuan Gong; Guangyin Bao; Chaofan Tao; Yongfeng Huang; et al. (Trans. Mach. Learn. Res., 2025)

Autoregressive Models in Vision: A Survey. - Jing Xiong; Gongye Liu; Lun Huang; Chengyue Wu; Taiqiang Wu; Yao Mu 001; Yuan Yao; Hui Shen 008; Zhongwei Wan; Jinfa Huang; Chaofan Tao; Shen Yan 008; et al. (Trans. Mach. Learn. Res., 2025)

Artificial Intelligence of Things: A Survey. - Shakhrul Iman Siam; Hyunho Ahn; Li Liu 048; Samiul Alam; Hui Shen 008; Zhichao Cao 001; Ness B. Shroff; Bhaskar Krishnamachari; Mani Srivastava 001; Mi Zhang 002 (ACM Trans. Sens. Networks, 2025)

PhyX: Does Your Model Have the "Wits" for Physical Reasoning? - Hui Shen 008; Taiqiang Wu; Qi Han; Yunta Hsieh; Jizhou Wang; Yuyue Zhang; Yuxin Cheng; Zijian Hao; Yuansheng Ni; Xin Wang 120; Zhongwei Wan; Kai Zhang 033; et al. (CoRR, 2025)

SwingArena: Competitive Programming Arena for Long-context GitHub Issue Solving. - Wendong Xu; Jing Xiong; Chenyang Zhao; Qiujiang Chen; Haoran Wang; Hui Shen 008; Zhongwei Wan; Jianbo Dai; Taiqiang Wu; He Xiao; Chaofan Tao; Z. Morley Mao; et al. (CoRR, 2025)

AnchorDP3: 3D Affordance Guided Sparse Diffusion Policy for Robotic Manipulation. - Ziyan Zhao; Ke Fan; He-Yang Xu; Ning Qiao; Bo Peng; Wenlong Gao; Dongjiang Li; Hui Shen 008 (CoRR, 2025)

LongEmotion: Measuring Emotional Intelligence of Large Language Models in Long-Context Interaction. - Weichu Liu; Jing Xiong; Yuxuan Hu 005; Zixuan Li 001; Minghuan Tan; Ningning Mao; Chenyang Zhao; Zhongwei Wan; Chaofan Tao; Wendong Xu; Hui Shen 008; Chengming Li 004; et al. (CoRR, 2025)

ATTS: Asynchronous Test-Time Scaling via Conformal Prediction. - Jing Xiong; Qiujiang Chen; Fanghua Ye 001; Zhongwei Wan; Chuanyang Zheng; Chenyang Zhao; Hui Shen 008; Alexander Hanbo Li; Chaofan Tao; Haochen Tan; Haoli Bai; Lifeng Shang; et al. (CoRR, 2025)

DoPE: Denoising Rotary Position Embedding. - Jing Xiong; Liyang Fan; Hui Shen 008; Zunhai Su; Min Yang 007; Lingpeng Kong; Ngai Wong 001 (CoRR, 2025)

Locate, steer, and improve: A practical survey of actionable mechanistic interpretability in large language models. - Hengyuan Zhang; Zhihao Zhang 002; Mingyang Wang 003; Zunhai Su; Yiwei Wang; Qianli Wang; Shuzhou Yuan; Ercong Nie; Xufeng Duan; Qibo Xue; Zeping Yu; Chenming Shang; et al. (Comput. Sci. Rev., 2026)

MMFormalizer: Multimodal Autoformalization in the Wild. - Jing Xiong; Qi Han; Yunta Hsieh; Hui Shen 008; Huajian Xin; Chaofan Tao; Chenyang Zhao; Hengyuan Zhang; Taiqiang Wu; Zhen Zhang; Haochen Wang; Zhongwei Wan; et al. (CoRR, 2026)

OVD: On-policy Verbal Distillation. - Jing Xiong; Hui Shen 008; Shansan Gong; Yuxin Cheng; Jianghan Shen; Chaofan Tao; Haochen Tan; Haoli Bai; Lifeng Shang; Ngai Wong 001 (CoRR, 2026)

MMSpec: Benchmarking Speculative Decoding for Vision-Language Models. - Hui Shen 008; Xin Wang 120; Ping Zhang; Yunta Hsieh; Qi Han; Zhongwei Wan; Ziheng Zhang; Jingxuan Zhang; Jing Xiong; Ziyuan Liu; Yifan Zhang; Hangrui Cao; et al. (CoRR, 2026)

MathGen: Revealing the Illusion of Mathematical Competence through Text-to-Image Generation. - Ruiyao Liu; Hui Shen 008; Ping Zhang; Yunta Hsieh; Yifan Zhang; Jing Xu; Sicheng Chen; Junchen Li; Jiawei Lu; Jianing Ma; Jiaqi Mo; Qi Han; et al. (CoRR, 2026)

Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation. - Zunhai Su; Hengyuan Zhang; Wei Wu; Yifan Zhang; Yaxiu Liu; He Xiao; Qingyao Yang; Yuxuan Sun; Rui Yang; Chao Zhang; Keyu Fan; Weihao Ye; et al. (CoRR, 2026)

SkillEvolBench: Benchmarking the Evolution from Episodic Experience to Procedural Skills. - Yingtie Lei; Zhongwei Wan; Jiankun Zhang; Samiul Alam; Zixuan Zhong; Peizhou Huang; Xin Wang 120; Jingxuan Zhang; Donghao Zhou; Yunta Hsieh; Zhihao Dou; Hui Shen 008; et al. (CoRR, 2026)