Fusheng Liu
Photo credit by Glynnis Lim
Education
- National University of Singapore - Ph.D. in Institute of Data Science (2020 - 2025). Supervised by Prof. Qianxiao Li.
- Xi’an Jiaotong University - BSc in Mathematics (2015 - 2019).
Publications
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Autocorrelation Matters: Understanding the Role of Initialization Schemes for State Space Models
Fusheng Liu, Qianxiao Li.
ICLR 2025 -
Paid with Models: Optimal Contract Design for Collaborative Machine Learning
Bingchen Wang, Zhaoxuan Wu, Fusheng Liu, Bryan Kian Hsiang Low.
AAAI 2025 (Oral) -
From Generalization Analysis to Optimization Designs for State Space Models
Fusheng Liu, Qianxiao Li.
ICML 2024 -
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
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Conference Reviewer for ICLR, NeurIPS, ICML
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Top Reviewer for NeurIPS 2023