I’m an incoming Ph.D. student at Department of Computer Science and Engineering (CSE), The Chinese University of Hong Kong (CUHK), under the supervision of Prof. Pheng-Ann Heng. Previously, I have spent wonderful time at Alibaba Tongyi Lab and Tencent YouTu Lab as a research intern. I am also privileged to work closely with Prof. Xiaojiang Peng, Dr. Xiao Luo, and Prof. Yefeng Zheng.

My research interests lie at the intersection of foundation models and their applications in the scientific domain, with an emphasis on:

  • Foundation Models: Large Language Models (LLMs)/Large Multimodal Models (LMMs) Post-training and Understanding.
  • AI for Science: Scientific Foundation Models, including Life Science and Healthcare.

Email: fanzhang@gatech.edu or zfkarl1998@gmail.com

Please feel free to contact me for communication and collaboration.

News

  • 2025.04: I start my internship at Tongyi Lab, Alibaba Group.
  • 2024.12: One paper is accepted by AAAI 2025 (First Author).
  • 2024.09: One paper is accepted by NeurIPS 2024 (First Author).
  • 2024.08: I start my internship at Tencent YouTu Lab.
  • 2024.06: One paper is accepted by TPAMI 2024 (First Author).
  • 2024.05: One paper is accepted by TIP 2024 (First Author).
  • 2024.03: One paper is accepted by NAACL 2024 (First Author).
  • 2024.02: One paper is accepted by CVPR 2024 (First Author).

Selected Publications

For full publications, please refer to my Google Scholar.

AAAI 2025
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DREAM: Decoupled Discriminative Learning with Bigraph-aware Alignment for Semi-supervised 2D-3D Cross-modal Retrieval

Fan Zhang, Changhu Wang, Zebang Cheng, Xiaojiang Peng, Dongjie Wang, Yijia Xiao, Chong Chen, Xian-Sheng Hua, Xiao Luo

Annual AAAI Conference on Artificial Intelligence (AAAI), 2025

(CCF Rank A)


NeurIPS 2024
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Semi-supervised Knowledge Transfer Across Multi-omic Single-cell Data

Fan Zhang, Tianyu Liu, Zihao Chen, Xiaojiang Peng, Chong Chen, Xian-Sheng Hua, Xiao Luo, Hongyu Zhao

Annual Conference on Neural Information Processing Systems (NeurIPS), 2024

(CCF Rank A)


TPAMI 2024
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HOPE: A Hierarchical Perspective for Semi-supervised 2D-3D Cross-Modal Retrieval

Fan Zhang, Hang Zhou, Xian-Sheng Hua, Chong Chen, Xiao Luo

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024

(CCF Rank A, JCR Q1, IF=23.6)


TIP 2024
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FATE: Learning Effective Binary Descriptors with Group Fairness

Fan Zhang, Chong Chen, Xian-Sheng Hua, Xiao Luo

IEEE Transactions on Image Processing (TIP), 2024

(CCF Rank A, JCR Q1, IF=10.6)


NAACL 2024
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DEMO: A Statistical Perspective for Efficient Image-Text Matching

Fan Zhang, Xian-Sheng Hua, Chong Chen, Xiao Luo

North American Chapter of the Association for Computational Linguistics (NAACL), 2024

(CCF Rank B)


CVPR 2024
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Fine-grained Prototypical Voting with Heterogeneous Mixup for Semi-supervised 2D-3D Cross-modal Retrieval

Fan Zhang, Xian-Sheng Hua, Chong Chen, Xiao Luo

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

(CCF Rank A)

Experience

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Alibaba Group, Hangzhou, China

Research Intern @ Tongyi Lab

2025.04 - Present

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Tencent, Shenzhen, China

Research Intern @ YouTu Lab

2024.08 - 2025.04

Academic Services

Conference Reviewer / PC Member

  • ICML, ICLR, NeurIPS, ICCV, KDD, CIKM, ACM MM, ACL ARR

Journal Reviewer

  • IEEE TNNLS, IEEE TMM, PLOS ONE