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Shuhao Fu

Postdoc
Santa Fe Institute
fushuhao6 (at) gmail.com


About Me

I’m currently a postdoc at the Santa Fe Institute working with Melanie Mitchell. I earned my Ph.D. in Psychology from the University of California, Los Angeles, where I was advised by Hongjing Lu and Ying Nian Wu. Prior to my Ph.D., I received a B.S. in Computer Science and Mathematics from the Hong Kong University of Science and Technology under the guidance of Qifeng Chen. During my training, I also spent a rewarding year in the CCVL lab at Johns Hopkins University, working with Alan L. Yuille. In addition, I gained industry experience through internships at Google X and Mineral.ai.

Research Interests

My research focuses on merging machine learning and cognitive science to enhance relational reasoning and compositional understanding in AI models. I investigate how humans perceive and reason about relationships and analogies, with the goal of imbuing AI systems with similar cognitive abilities. Through empirical studies and computational modeling, I bridge the gap between human intelligence and artificial intelligence. I hope to contribute to creating more interpretable, robust, and adaptable AI systems while advancing our understanding of human cognition.

Publications

  1. TMLR
    Shuhao Fu*, Andrew Lee*, Anna Wang, Ida Momennejad, Trevor Bihl, Hongjing Lu, Taylor Webb
    Transactions of Machine Learning Research, 2025.

  2. Nat Comm
    Taylor Webb*, Shuhao Fu*, Trevor Bihl, Keith J Holyoak, Hongjing Lu (*Equal contribution)
    Nature Communication 14, 5144 (2023).

  3. CogSci
    Nicholas Ichien, Qing Liu, Shuhao Fu, Keith J. Holyoak, Alan L. Yuille, Hongjing Lu
    Cognitive Science, 47: e13347 (2023).

  4. MICCAI
    Shuhao Fu, Yongyi Lu, Yan Wang, Yuyin Zhou, Wei Shen, Elliot Fishman, Alan Yuille
    International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020.