Picture for Alireza Mousavi-Hosseini

Alireza Mousavi-Hosseini

Learning Multi-Index Models with Neural Networks via Mean-Field Langevin Dynamics

Add code
Aug 14, 2024
Viaarxiv icon

Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach

Add code
Jun 26, 2024
Viaarxiv icon

A Separation in Heavy-Tailed Sampling: Gaussian vs. Stable Oracles for Proximal Samplers

Add code
May 27, 2024
Viaarxiv icon

Gradient-Based Feature Learning under Structured Data

Add code
Sep 07, 2023
Viaarxiv icon

Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality

Add code
Mar 07, 2023
Viaarxiv icon

Neural Networks Efficiently Learn Low-Dimensional Representations with SGD

Add code
Sep 29, 2022
Figure 1 for Neural Networks Efficiently Learn Low-Dimensional Representations with SGD
Figure 2 for Neural Networks Efficiently Learn Low-Dimensional Representations with SGD
Viaarxiv icon