李磊，教授，认知智能研究中心副主任。主要研究方向包括多模态学习、大语言模型、认知智能、具身智能与 AIGC 等。累计在 CVPR、ACL、NeurIPS、ICLR 等国际顶级期刊及高水平学术会议发表学术论文 70 余篇，多篇论文入选会议口头报告，获多项国际会议最佳论文奖。
现任中国人工智能学会多语种智能信息处理专委会委员、中国认知科学学会认知建模专委会委员，兼任《Data Intelligence》期刊编委，同时担任 CVPR、NeurIPS、ICLR、AAAI 等国际学术会议程序委员会委员及分会主席。
课题组常年面向海内外招收访问学者、博士后、博士研究生、科研实习生及访问学生。团队吸纳不同专业背景人才，热忱欢迎热爱人工智能领域、有志投身科研工作的同仁与学子咨询交流、洽谈科研合作。
联系方式：lilei@bit.edu.cn
个人主页：https://bitlilei.github.io/Lilei
实验室主页：http://www.nlpir.org
Intrinsic Entropy of Context Length Scaling in LLMs. Jingzhe Shi, Qinwei Ma, Hongyi Liu, Hang Zhao, Jenq-Neng Hwang, Lei Li*. ICLR 2026
CLEP: Contrastive Language-Pose Pretraining. Sen Jia, Huayu Wang, Hsiang-Wei Huang, Zhaochong An, Jenq-Neng Hwang, Zhang Huaping, Lei Li*. CVPR 2026
RAM: Recover Any 3D Human Motion in-the-Wild. Sen Jia, Ning Zhu, Jinqin Zhong, Jiale Zhou, Zhang Huaping, Jenq-Neng Hwang, Lei Li*. CVPR 2026
Learning to Learn Weight Generation via Local Consistency Diffusion. Yunchuan Guan, Yu Liu, Ke Zhou, Zhiqi Shen, Jenq-Neng Hwang, Lei Li*. CVPR 2026
Multiple Human Motion Understanding. Lei Li*, Sen Jia, Jenq-Neng Hwang. AAAI 2026
BCL: Bayesian In-Context Learning Framework for Information Extraction. Haoliang Liu, Chengkun Cai, Xu Zhao, Han Zhu, Shizhou Huang, Xinglin Zhang, Tao Chen, Jenq-Neng Hwang, Zhang Huaping, Lei Li*. ACL 2026
3D Gaussian Grounding for Enhanced Scene Understanding. Minling Zhu, Jiahua Yuan, Dongbing Gu, Maodong He, Zongkai Wu, Jiale Zhou, Lei Li*. Big Data Mining and Analytics 2026
Robust Multi-Domain Digital Pathology Image Segmentation via Joint Balancing Representation Learning. Qiaoyi Xu, Azizi Abdullah, Tao Chen, Xinglin Zhang, Adam Shephard, Patsy Ng Pei Sze, Noraidah Masir, Lei Li*, Reena Rahayu. Expert Systems With Applications 2026
CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile Applications. Tianfang Zhang, Lei Li, Yang Zhou, Wentao Liu, Chen Qian, Jenq-Neng Hwang, Xiangyang Ji. IEEE TIP 2026
3DSceneEditor: Controllable 3D Scene Editing with Gaussian Splatting. Ziyang Yan, Yihua Shao, Minwen Liao, Siyu Chen, Nan Wang, Muyuan Lin, Jenq-Neng Hwang, Hao Zhao, Fabio Remondino, Lei Li*. WACV 2026
Human Motion Instruction Tuning. Lei Li*, Sen Jia, Jianhao Wang, Zhongyu Jiang, Feng Zhou, Ju Dai, Tianfang Zhang, Zongkai Wu, Jenq-Neng Hwang. CVPR 2025
CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model. Ziyu Yao, Xuxin Cheng, Zhiqi Huang, Lei Li*. CVPR 2025
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy. Yunchuan Guan, Yu Liu, Ke Zhou, Zhiqi Shen, Jenq-Neng Hwang, Serge Belongie, Lei Li*. ICCV 2025
AU-Blendshape for Fine-grained Stylized 3D Facial Expression Manipulation. Hao Li, Ju Dai, Feng Zhou, Kaida Ning, Lei Li, Junjun Pan. ICCV 2025
Medal S: Spatio-Textual Prompt Model for Medical Segmentation. Pengcheng Shi, Jiawei Chen, Lei Li*. CVPR 2025
Bayesian Optimization for Controlled Image Editing via LLMs. Chengkun Cai, Haoliang Liu, Xu Zhao, Zhongyu Jiang, Tianfang Zhang, Zongkai Wu, John Lee, Jenq-Neng Hwang, Lei Li*. ACL 2025
The Role of Deductive and Inductive Reasoning in LLMs. Chengkun Cai, Xu Zhao, Haoliang Liu, Zhongyu Jiang, Tianfang Zhang, Zongkai Wu, Jenq-Neng Hwang, Lei Li*. ACL 2025
Learning an Efficient Optimizer via Hybrid-Policy Sub Trajectory Balance. Yunchuan Guan, Yu Liu, Ke Zhou, Hui Li, Sen Jia, Zhiqi Shen, Ziyang Wang, Xinglin Zhang, Tao Chen, Jenq-Neng Hwang, Lei Li*. ECAI 2025
PAMN: Multi-phase Correlation Modeling for Contrast-Enhanced 3D Medical Image Retrieval. Haonan Tong, Ke Liu, Chuang Zhang, Xinglin Zhang, Tao Chen, Jenq-Neng Hwang, Lei Li*. EMNLP 2025
Attention Consistency for LLMs Explanation. Tian Lan, Jinyuan Xu, Xue He, Jenq-Neng Hwang, Lei Li*. EMNLP 2025
MoCount: Motion-Based Repetitive Action Counting. Ruocheng Gu, Sen Jia, Yule Ma, Jinqin Zhong, Jenq-Neng Hwang, Lei Li*. ACMMM 2025
Graph Canvas for Controllable 3D Scene Generation. Libin Liu, Shen Chen, Sen Jia, Jingzhe Shi, Can Jin, Zongkai Wu, Jenq-Neng Hwang, Lei Li*. ACMMM 2025
Scaling Law for Time Series Forecasting. Jingzhe Shi, Qinwei Ma, Huan Ma, Lei Li*. NeurIPS 2024
Image Semantic Segmentation via Chain-of-Thought Prompts. Lei Li. WACV 2024
Back to Optimization: Diffusion-based Zero-shot 3D Human Pose Estimation. Zhongyu Jiang, Zhuoran Zhou, Lei Li*, Wenhao Chai, Cheng-Yen Yang, Jenq-Neng Hwang WACV 2024
Deep Point Cloud Regression for Above-ground Forest Biomass Estimation. Stefan Oehmcke, Lei Li*, Katerina Trepekli, Jaime C. Revenga, Thomas Nord-Larsen, Fabian Gieseke, Christian Igel, Christian Igel. Remote Sensing of Environment 2024
