D
Scholar

Difan Zou

Google Scholar ID: Cp4fcTQAAAAJ
The University of Hong Kong
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Contact
Emaildzou@cs.hku.hkTwitterOpen ↗GitHubOpen ↗
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Resume (English only)
Academic Achievements
  • Multiple papers accepted at top-tier conferences including NeurIPS, ICML, ICLR, ACL, EMNLP, CVPR, COLT, and CoLLAs
  • 2025: 7 NeurIPS, 3 ICML, 4 ICLR, 1 ACL, 1 EMNLP, 1 CVPR
  • 2024: 5 NeurIPS, 4 ICML, 3 ICLR, 1 COLT, 1 CoLLAs; one paper on faster diffusion inference won Best Paper Award (oral) at ICML SPIGM workshop
  • 2023: 1 COLT (implicit bias of batch normalization), 1 ICLR (generalization gap between Adam and GD), served as Area Chair for NeurIPS 2023
  • 2022: 2 NeurIPS papers (on multi-pass SGD generalization and pretraining-finetuning limits in linear regression with distribution shift)
Background
  • Assistant Professor, Department of Computer Science, The University of Hong Kong
  • Affiliated with the School of Computing and Data Science and The HKU Musketeers Foundation Institute of Data Science
  • Research interests include machine learning, stochastic optimization, and graph learning
  • Special focus on theoretical/empirical understanding (or physics) of deep learning, especially foundation models
  • Developing AI/ML methods for practical problems in signal processing, intelligent transportation, and mathematical problems
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