I am currently a second-year PhD in Department of Computing, The Hong Kong Polytechnic University. My research interest includes multi-modal learning, Federated learning, and MLLM. I am very fortunate to be advised by Dr. Wenchao Xu and Prof. Song Guo.

I received B.E. and M.E. degrees from Beijing Institute of Technology, Beijing, China, supervised by Prof. Fang Deng.

Email / Github / Google Scholar

🔥 News

• 2024.09:  🎉🎉 One paper accepted by NeurIPS, thanks to all co-authors!
• 2024.07:  🎉🎉 One paper accepted by ACM MM, thanks to all co-authors!
• 2024.07:  🎉🎉 One paper accepted by ECCV, thanks to all co-authors!

📝 Publications

Conference Papers

• Cross-modal Representation Flattening for Multi-modal Domain Generalization
  Yunfeng Fan, Wenchao Xu, Haozhao Wang, Song Guo
  in The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS ‘24), 2024. CCF-A

• Detached and Interactive Multimodal Learning
  Yunfeng Fan, Wenchao Xu, Haozhao Wang, Junhong Liu, and Song Guo
  in The 32nd ACM International Conference on Multimedia (MM ‘24), 2024. CCF-A

• Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection
  Yunfeng Fan, Wenchao Xu, Haozhao Wang, Fushuo Huo, Jinyu Chen, and Song Guo
  in The 18th European Conference on Computer Vision (ECCV ‘24), 2024. CCF-B (one of the top three computer vision conferences.)

• Non-exemplar Online Class-Incremental Continual Learning via Dual-Prototype Self-Augment and Refinement
  Fushuo Huo, Wenchao Xu, Jingcai Guo, Haozhao Wang, Yunfeng Fan
  in Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI ‘24), 2024. CCF-A

• PMR: Prototypical modal rebalance for multimodal learning
  Yunfeng Fan, Wenchao Xu, Haozhao Wang, Junxiao Wang, Song Guo
  in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR ‘23), 2023. CCF-A

• AOCC-FL: Federated Learning with Aligned Overlapping via Calibrated Compensation
  Haozhao Wang, Wenchao Xu, Yunfeng Fan, Ruixuan Li, Pan Zhou
  in IEEE INFOCOM 2023-IEEE Conference on Computer Communications (INFOCOM ‘23), 2023. CCF-A

• Learning to solve pod retrieval as sequential decision making problem
  Yunfeng Fan, Fang Deng, Xiang Shi, Jing Yang
  in IEEE 17th International Conference on Control & Automation (ICCA ‘22), 2022.

• Multi-robot task allocation and path planning system design
  Yunfeng Fan, Fang Deng, Xiang Shi
  in 39th Chinese Control Conference (CCC ‘20), 2020.

Journal Papers

• A bi-level optimization approach for joint rack sequencing and storage assignment in robotic mobile fulfillment systems
  Xiang Shi, Fang Deng, Sai Lu, Yunfeng Fan, Lin Ma, Jie Chen
  in Science China Information Sciences, 2023. CCF-A, JCR-Q1

• A two-stage hybrid heuristic algorithm for simultaneous order and rack assignment problems
  Xiang Shi, Fang Deng, Yunfeng Fan, Lin Ma, Yong Wang, Jie Chen
  in IEEE Transactions on Automation Science and Engineering, 2023. CCF-B, JCR-Q1

📖 Educations

• 2022.09 - now, Department of Computing, The Hong Kong Polytechnic University.
• 2019.09 - 2022.06, School of Automation, Beijing Institute of Technology.
• 2015.09 - 2019.06, School of Automation, Beijing Institute of Technology.