Hanxuan Li 李瀚轩

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Hanxuan Li
Undergraduate student
Turing Class, College of Computer Science and Technology,
Zhejiang University
Email: lihanxuan23@gmail.com

Github / Notebook

About me

I'm a third year undergraduate student (2022.9 - Present) in Turing Class, Chu Kochen Honors College, Zhejiang University.

My research interests now focus on two directions in deep learning:

  • Investigating the mathematical principles behind deep learning models to explain its empirical successes and failure modes.
  • Designing efficient algorithms to accelerate inference/training and reduce memory overhead.

I have studied post-training quantization on video generation models (DVD-Quant). I'm also exploring RL for LLM reasoning recently.

News

Research directions and Selected Papers

(* denotes equal contribution, † denotes corresponding author)

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DVD-Quant: Data-free Video Diffusion Transformers Quantization
Zhiteng Li*, Hanxuan Li*, Junyi Wu, Kai Liu, Linghe Kong, Guihai Chen, Yulun Zhang, Xiaokang Yang
Preprint
[Arxiv] [Code]

tl;dr: We develop the first data-free quantization framework that achieves W4A4 PTQ for Video DiTs with 2× speedup while maintaining visual fidelity.