Education

• National University of Singapore - Ph.D. in Institute of Data Science (2020 - Present). Supervised by Prof. Qianxiao Li.
• Xi’an Jiaotong University - BSc in Mathematics (2015 - 2019).

Publications

• The Role of State Matrix Initialization in SSMs: A Perspective on the Approximation-Estimation Tradeoff
  Fusheng Liu, Qianxiao Li.
  ICML 2024 NGSM Workshop

• From Generalization Analysis to Optimization Designs for State Space Models
  Fusheng Liu, Qianxiao Li.
  ICML 2024
  ICLR 2024 BGPT Workshop

• Cross-Domain Feature Augmentation for Domain Generalization
  Yingnan Liu, Yingtian Zou, Rui Qiao, Fusheng Liu, Mong Li Lee, Wynne Hsu.
  IJCAI 2024

• Data-Free Diversity-Based Ensemble Selection for One-Shot Federated Learning
  Naibo Wang, Wenjie Feng, yuchen deng, Moming Duan, Fusheng Liu, See-Kiong Ng.
  Transactions on Machine Learning Research 2023

• From Optimization Dynamics to Generalization Bounds via Łojasiewicz Gradient Inequality
  Fusheng Liu, Haizhao Yang, Soufiane Hayou, Qianxiao Li.
  Transactions on Machine Learning Research 2022

• Unraveling Model-Agnostic Meta-Learning via The Adaptation Learning Rate
  Yingtian Zou, Fusheng Liu, Qianxiao Li.
  ICLR 2022

Services

• Conference Reviewer for ICLR, NeurIPS, ICML

• Top Reviewer for NeurIPS 2023

Useful Links

• Clayton Sanford

• Windows On Theory

• Project Euler

• Simons Institute

• Learning and Control

• Matus Telgarsky

• Francis Bach

• Benjamin Recht

• Stephen Tu

• Off the Convex Path

• Djalil Chafaï

• Vanishing Component Analysis

• Algebraic Geometry and Statistical Learning Theory

• Mazur’s theorem in elliptic curves