Publications by Fanghui Liu | EPFL Graph Search

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Fanghui Liu

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Efficient local linearity regularization to overcome catastrophic overfitting

Revisiting Character-level Adversarial Attacks for Language Models

Generalization of Scaled Deep ResNets in the Mean-Field Regime

High-Dimensional Kernel Methods under Covariate Shift: Data-Dependent Implicit Regularization

Robust NAS under adversarial training: benchmark, theory, and beyond

End-to-end kernel learning via generative random Fourier features

Federated Learning under Covariate Shifts with Generalization Guarantees

Benign Overfitting in Deep Neural Networks under Lazy Training

Understanding Deep Neural Function Approximation in Reinforcement Learning via ϵ-Greedy Exploration

Generalization Properties of NAS under Activation and Skip Connection Search