Scholar
Chieh-Hsin Lai (Jesse)
Google Scholar ID: KDnKGu8AAAAJ
Sony AI; Visiting Assistant Professor of Applied Math, National Yang Ming Chiao Tung University
Citations & Impact
Citations
1,108
H-index
17
i10-index
21
Publications
20
Co-authors
7
list available
Publications
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
- - NeurIPS 2024 accepted papers: PaGoDA, GenWarp
- - ICLR 2024 accepted papers: CTM, MPGD, SAN
- - Organizing and presenting a tutorial on Diffusion Models @ ICASSP 2025
- - Organizing and giving a tutorial on Diffusion Models @ ISMIR 2024
Research Experience
- - Research scientist and tech lead at Sony AI’s Music Foundation Model Team, focusing on enhancing diffusion models, emphasizing sample quality/diversity, sampling speed, and controllable generation
- - Visiting Assistant Professor at National Yang Ming Chiao Tung University’s Applied Mathematics Department, collaborating and supervising students with Prof. Ming-Chih Lai on deep learning methods for partial differential equations
Education
- - Ph.D. in Mathematics from the University of Minnesota – Twin Cities, supervised by Prof. Gilad Lerman and in close collaboration with Prof. Dongmian Zou, graduated in May 2021
- - Bachelor’s degree in Mathematics from National Tsing Hua University, Taiwan, graduated in 2015
Background
- Research interests include deep generative modeling and robustness, particularly the foundations of diffusion models; inverse problems, especially in media restoration utilizing generative models; mathematically explainable AI.
