Fanghui Liu

10 papers at tracked venues · 9 at CORE A* · active 2024–2025

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Venues

ICLR ×4 ICML ×3 AAAI ×1 ECCV ×1 NeurIPS ×1

Frequent coauthors

Volkan Cevher

×6

Grigorios Chrysos

×4

Yudong Chen

×2

Elías Abad-Rocamora

×2

Yihang Chen

×2

Yongtao Wu

×2

Zhenyu Zhu

×1

Yuanhe Zhang

×1

Yichen Wang

×1

Lorenzo Rosasco

×1

Pablo M. Olmos

×1

Yiping Lu

×1

Papers

How Gradient descent balances features: A dynamical analysis for two-layer neural networks
ICLR 2025 ·
Zhenyu Zhu
, Fanghui Liu,
Volkan Cevher
LoRA-One: One-Step Full Gradient Could Suffice for Fine-Tuning Large Language Models, Provably and Efficiently
ICML 2025 ·
Yuanhe Zhang
, Fanghui Liu,
Yudong Chen
The φ Curve: The Shape of Generalization through the Lens of Norm-based Capacity Control
NeurIPS 2025 ·
Yichen Wang
,
Yudong Chen
,
Lorenzo Rosasco
, Fanghui Liu
Efficient local linearity regularization to overcome catastrophic overfitting
ICLR 2024 ·
Elías Abad-Rocamora
, Fanghui Liu,
Grigorios Chrysos
,
Pablo M. Olmos
,
Volkan Cevher
Generalization of Scaled Deep ResNets in the Mean-Field Regime
ICLR 2024 ·
Yihang Chen
, Fanghui Liu,
Yiping Lu
,
Grigorios Chrysos
,
Volkan Cevher
High-Dimensional Kernel Methods under Covariate Shift: Data-Dependent Implicit Regularization
ICML 2024 ·
Yihang Chen
, Fanghui Liu,
Taiji Suzuki
,
Volkan Cevher
Learning Scalable Model Soup on a Single GPU: An Efficient Subspace Training Strategy
ECCV 2024 ·
Tao Li
,
Weisen Jiang
, Fanghui Liu,
Xiaolin Huang
,
James T. Kwok
Revisiting Character-level Adversarial Attacks for Language Models
ICML 2024 ·
Elías Abad-Rocamora
,
Yongtao Wu
, Fanghui Liu,
Grigorios Chrysos
,
Volkan Cevher
Robust NAS under adversarial training: benchmark, theory, and beyond
ICLR 2024 ·
Yongtao Wu
, Fanghui Liu,
Carl-Johann Simon-Gabriel
,
Grigorios Chrysos
,
Volkan Cevher
The Role of Over-Parameterization in Machine Learning - the Good, the Bad, the Ugly
AAAI 2024 · Fanghui Liu