Bio
I am currently a PhD student at the School of CS, the University of Sydney (USYD), under the supervision of Prof. Dacheng Tao. Before that, I received BEng from SASEE, Beihang University and MPhil in Computer Science from USYD in 2019 and 2022, respectively. My research interests include data-centric AI, knowledge extraction of large-scale datasets, and deep learning theory.
Selected Publications
* indicates co-first authors
Offline Behavior Distillation [paper][code][poster]
Shiye Lei, Sen Zhang, and Dacheng Tao
Advances in Neural Information Processing Systems (NeurIPS), 2024A Comprehensive Survey of Dataset Distillation [paper]
Shiye Lei and Dacheng Tao
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024Attentive Learning Facilitates Generalization of Neural Networks [paper][code]
Shiye Lei, Fengxiang He, Haowen Chen, and Dacheng Tao
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024Understanding Deep Learning via Decision Boundary [paper]
Shiye Lei, Fengxiang He, Yancheng Yuan, and Dacheng Tao
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023Image Captions are Natural Prompts for Text-to-Image Models [paper]
Shiye Lei*, Hao Chen*, Sen Zhang, Bo Zhao, and Dacheng Tao
arXiv preprint 2023
Teaching Assistant
- 2024 S2, COMP5318 Machine Learning and Data Mining
Academic Service
Conference reviewer: ICML, NeurIPS, ICLR, AISTATS, CVPR, MM, etc.
Journal reviewer: Machine Learning, Neurocomputing, etc.