Gongfan Fang

Ph.D. Candidate | Learning and Vision Lab | National University of Singapore.

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Hello there! I'm Gongfan Fang, currently a third-year Ph.D. Candidate at the Learning and Vision (LV) Lab @ National University of Singapore, under the supervision of Prof. Xinchao Wang. Prior to joining LV Lab, I earned my Bachelor’s degree in 2019 and subsequently completed my Master’s degree in 2022 at the Visual Intelligence and Pattern Analysis (VIPA) Lab @ Zhejiang University, adviced by Prof. Mingli Song.

My research focuses on Efficient Deep Learning and Generative AI. In addition, I also actively contribute to several open-source projects such as Torch-Pruning.




News

Sep, 2024 🚀 Two first-author papers MaskLLM (Spotlight) and Remix-DiT were accepted by NeurIPS’24.
Sep, 2024 🚀 Three co-authored papers Learning-to-Cache, SlimSAM and AsyncDiff were accepted by NeurIPS’24.
Jul, 2024 🚀 One paper Isomorphic Pruning was accepted by ECCV’24.

Selected Publications

  1. fang2024maskllm.png
    NeurIPS’24
    MaskLLM: Learnable Semi-structured Sparsity for Large Language Models
    Advances in Neural Information Processing Systems, 2024
  2. fang2024remixdit.png
    NeurIPS’24
    Remix-DiT: Mixing Diffusion Transformers for Multi-Expert Denoising
    Gongfan FangXinyin Ma, and Xinchao Wang
    Advances in Neural Information Processing Systems, 2024
  3. fang2024isomorphic.png
    ECCV’24
    Isomorphic Pruning for Vision Models
    Gongfan FangXinyin Ma, Michael Bi Mi, and Xinchao Wang
    European Conference on Computer Vision, 2024
  4. fang2023depgraph.png
    CVPR’23
    DepGraph: Towards Any Structural Pruning
    Gongfan FangXinyin Ma, Mingli Song, Michael Bi Mi, and Xinchao Wang
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
  5. fang2023structural.png
    NeurIPS’23
    Structural Pruning for Diffusion Models
    Gongfan FangXinyin Ma, and Xinchao Wang
    Advances in Neural Information Processing Systems, 2023

Education

2022.07 - Present - Ph.D. in Electrical and Computer Engineering, National University of Singapore.

2019.09 - 2022.04 - M.Eng. in Computer Science, College of Computer Science and Technology, Zhejiang University.

2015.09 - 2019.06 - B.S. in Computer Science, College of Computer Science and Technology, Zhejiang University.