Hongrui Chen

activity

20222026

most citedImproved Analysis of Score-based Generative Modeling: User-Friendly Bounds under Minimal Smoothness Assumptions

4 citations · 5 across the 9 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

stat.ML2023

The $L^{\infty}$ Learnability of Reproducing Kernel Hilbert Spaces

Hongrui Chen, Jihao Long, Lei Wu

In this work, we analyze the learnability of reproducing kernel Hilbert spaces (RKHS) under the $L^{\infty}$ norm, which is critical for understanding the performance of kernel metho…

stat.ML2023

A duality framework for analyzing random feature and two-layer neural networks

Hongrui Chen, Jihao Long, Lei Wu

We consider the problem of learning functions within the $F_{p, π}$ and Barron spaces, which play crucial roles in understanding random feature models (RFMs), two-layer ne…

The L∞ Learnability of Reproducing Kernel Hilbert Spaces

A duality framework for analyzing random feature and two-layer neural networks

The $L^{\infty}$ Learnability of Reproducing Kernel Hilbert Spaces