🎓 About Me
Chunfeng Song (宋纯锋) is currently a Research Scientist at Shanghai AI Laboratory, working closely with Prof. Wanli Ouyang. Before that, he was an Associate Professor with the Center for Research on Intelligent Perception and Computing (CRIPAC), National Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences (CASIA), working with Prof. Tieniu Tan and Prof. Zhaoxiang Zhang. He received the PhD degree from CASIA, and the University of Chinese Academy of Sciences (UCAS) in 2020, under the supervision of Prof. Liang Wang. He has published more than 50 conference and journal papers such as Nature Communications, IEEE TPAMI, CVPR, NeurIPS, ICML, ICLR. His research focuses on AI for Science, especially Neuroscience and Data-centric Agentic Science.
🔈 Join Us
We are hiring full-time researchers, PhD students, and interns! Please feel free to contact me via Email for possible cooperation if you are interested in our projects of AI4Neuroscience and Data-centric Agentic Science research!
随时欢迎对科学智能、数据智能体、神经科学、脑机接口等方向感兴趣的全职研究员/博士研究生(联培)/实习生通过邮件联系交流与合作!
🔥 News
- 2026.02: Two papers accepted by CVPR-2026.
- 2026.01: One paper accepted by ICLR-2026.
- 2025.12: One paper accepted by Nature Communications.
- 2025.09: Three papers accepted by NeurIPS-2025.
- 2025.05: Two papers accepted by ICML-2025.
- 2025.02: One paper accepted by CVPR-2025.
- 2024.12: One paper accepted by AAAI-2025.
- 2023.07: One paper accepted by IEEE TPAMI.
- 2022.06: One paper accepted by IEEE TPAMI.
📄 Pre-Prints
(†Equal contribution, *Corresponding authors)


A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers [Paper] [Project] [SciDataIndex]
Ming Hu, Chenglong Ma, Wei Li, Wanghan Xu, Jiamin Wu, …, Zongyuan Ge*, Shixiang Tang*, Junjun He*, Chunfeng Song*, Lei Bai*, Bowen Zhou*
Survey @ 2025


UniMind: Unleashing the Power of LLMs for Unified Multi-Task Brain Decoding [Paper]
Weiheng Lu†, Chunfeng Song†, Jiamin Wu*, Pengyu Zhu, Yuchen Zhou, Weijian Mai, Qihao Zheng, Wanli Ouyang
Technical Report @ 2025

📝 Selected Publications
(†Equal contribution, *Corresponding authors)

AI-augmented intraoperative decision-making workflows in diffuse midline glioma biopsy using cryosection pathology [Paper] [Code]
Yifan Yuan, Qi Yue*, Yining Wang, Zunguo Du, Xingfu Wang, Fang Yan, Haixia Cheng, Kaitao Chen, Zanyi Wu, Jianping Song, Chunfeng Song, Lei Bai, Mu Zhou*, Mianxin Liu*, Ying Mao*
Nature Communications 2025

SynBrain: Enhancing Visual-to-fMRI Synthesis via Probabilistic Representation Learning [Paper] [Code]
Weijian Mai, Jiamin Wu*, Yu Zhu, Zhouheng Yao, Dongzhan Zhou, Andrew F. Luo, Qihao Zheng, Wanli Ouyang, Chunfeng Song
The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS) 2025


MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data [Paper] [Code]
Yuqin Dai†, Zhouheng Yao†, Chunfeng Song, Qihao Zheng, Weijian Mai, Kunyu Peng, Shuai Lu, Wanli Ouyang, Jian Yang*, Jiamin Wu*
Proceedings of the International Conference on Machine Learning (ICML) 2025


Multi-Modal Latent Variables for Cross-Individual Primary Visual Cortex Modeling and Analysis [Paper]
Yu Zhu, Bo Lei, Chunfeng Song*, Wanli Ouyang, Shan Yu*, Tiejun Huang
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2025








💬 Invited Talks
- 2026.01: 圆桌论坛, 脑机接口产研融合创新论坛
- 2025.09: Efficient and Friendly AI Tools for Brain Mapping, 2025浦江创新论坛-介观脑图谱国际研讨会
- 2025.02: 驱动神经科学的人工智能, 中科院脑智卓越中心AI for Neuroscience Talk
- 2025.02: 大模型在神经科学应用中的进展与挑战, GDC2025-全球开发者先锋大会
- 2018.04: Mask-guided Contrastive Attention Model for Person Re-Identification, IGTA Top-Conference Talk
🌏 Academic Services
- Conference Reviewer: CVPR, ICCV, ECCV, NeurIPS, ICLR, ICML, AAAI, PRCV
- Journal Reviewer: TPAMI, IJCV, TIP, TAI, TNNLS, TMM, TIFS, PR, 自动化学报
- Membership: IEEE Senior Member, CCF/CAAI/CSIG/CNS Member
- 执行主席:2024浦江AI学术年会-科学智能的边界专题论坛