Scholar
Shiye Lei
Google Scholar ID: k3-RdRgAAAAJ
University of Sydney
Citations & Impact
Citations
223
H-index
4
i10-index
3
Publications
11
Co-authors
1
list available
Publications
Resume (English only)
Academic Achievements
- Selected Publications:
- - Revisiting LLM Reasoning via Information Bottleneck, arXiv preprint, 2025
- - Image Captions are Natural Prompts for Training Data Synthesis, IJCV, 2025
- - Offline Behavior Distillation, NeurIPS, 2024
- - A Comprehensive Survey of Dataset Distillation, TPAMI, 2024
- - Attentive Learning Facilitates Generalization of Neural Networks, TNNLS, 2024
- - Understanding Deep Learning via Decision Boundary, TNNLS, 2023
- Academic Service:
- - Conference reviewer: ICML, NeurIPS, ICLR, AISTATS, CVPR, ICCV, AAAI, ACM MM, etc.
- - Journal reviewer: JMLR, Springer Machine Learning, Neurocomputing, etc.
Research Experience
- Intern @ ByteDance; Teaching Assistant for COMP5318: Machine Learning and Data Mining, 2024 S2 @ USYD.
Education
- PhD student at the School of Computer Science, University of Sydney, supervised by Prof. Dacheng Tao; received BEng from SASEE, Beihang University in 2019; MPhil in Computer Science from USYD in 2022.
Background
- Research interests include RL post-training, LLM reasoning, and data-centric AI.
Miscellany
- Contact: leishiye@gmail.com, shiye.lei@sydney.edu.au
