Science of AI

IAIFI Summer Workshop Talk

Analytical Theory of Spectral Effects in Sampling and Learning of Diffusion Model

Aug 11, 2025

An analytical theory of power law spectral bias in the learning dynamics of diffusion models

Jan 1, 2025

The Unreasonable Effectiveness of Gaussian Score Approximation for Diffusion Models and its Applications

Jan 1, 2024

Diverse capability and scaling of diffusion and auto-regressive models when learning abstract rules

Jan 1, 2024

The hidden linear structure in score-based models and its application

Jan 1, 2023

Diffusion models generate images like painters: an analytical theory of outline first, details later

Jan 1, 2023