Search Results for author: Kexin Fu

Found 2 papers, 2 papers with code

On the Mode-Seeking Properties of Langevin Dynamics

1 code implementation4 Jun 2024 Xiwei Cheng, Kexin Fu, Farzan Farnia

The Langevin Dynamics framework, which aims to generate samples from the score function of a probability distribution, is widely used for analyzing and interpreting score-based generative modeling.

Stability and Generalization in Free Adversarial Training

1 code implementation13 Apr 2024 Xiwei Cheng, Kexin Fu, Farzan Farnia

In this work, we study the generalization performance of adversarial training methods using the algorithmic stability framework.

Generalization Bounds

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