Yuze Ge

M.S. Student, Fudan University

I am a M.S. student at School of Data Science, Fudan University, advised by Prof. Rujun Jiang. I also work with Prof. Tong Zhang. I obtained my Bachelor degree in Data Science at School of Data Science, Fudan University.

Here is my [CV].

Research

My research interests lie in machine learning and optimization. Specifically, I employ optimization methods with theoretical guarantees to efficiently solve practical problems.

My current research focuses on the explanation of the effectiveness of modern machine learning algorithms and the design of practical optimizers.

Publications & Preprints

* denotes equal contribution

Theoretical Analysis on how Learning Rate Warmup Accelerates Convergence
Yuxing Liu*, Yuze Ge*, Rui Pan, Kang An and Tong Zhang
arXiv
SOREL: A Stochastic Algorithm for Spectral Risks Minimization
Yuze Ge and Rujun Jiang
ICLR, 2025.
A Unified Framework for Rank-based Loss Minimization
Rufeng Xiao*, Yuze Ge*, Rujun Jiang and Yifan Yan
NeurIPS, 2023.

Award

China National Scholarship, 2024-2025
Graduate Study Scholarship, Fudan University, 2023-2024
Undergraduate Merit Scholarship, Fudan University, 2019-2020, 2020-2021, 2021-2022

Teaching Assistant

Fudan University

DATA130026 - Methods of Optimization, Spring 2024
DATA130008 - Introduction to Artificial Intelligence, Fall 2022

Service

Conference Reviewer

International Conference on Machine Learning (ICML)
International Conference on Learning Representations (ICLR)
Conference on Neural Information Processing Systems (NeurIPS)
International Conference on Artificial Intelligence and Statistics (AISTATS)