Robuta

https://openreview.net/forum?id=sKjcrAC4eZ Sample Complexity Bounds for Estimating Probability Divergences under Invariances | OpenReview Group-invariant probability distributions appear in many data-generative models in machine learning, such as graphs, point clouds, and images. In practice, one... sample complexity bounds estimating probability divergences invariances https://openreview.net/forum?id=uNnPWR66b8 Sample Complexity Bounds for Score-Matching: Causal Discovery and Generative Modeling | OpenReview This paper provides statistical sample complexity bounds for score-matching and its applications in causal discovery. We demonstrate that accurate estimation... sample complexity bounds https://arxiv.org/abs/2401.00664v1 [2401.00664v1] New Sample Complexity Bounds for (Regularized) Sample Average Approximation in... Abstract page for arXiv paper 2401.00664v1: New Sample Complexity Bounds for (Regularized) Sample Average Approximation in Several Heavy-Tailed,... sample complexity bounds 2401 new https://openreview.net/forum?id=CFdNqqlqOv Improved Sample Complexity Bounds For Diffusion Model Training Without Empirical Risk Minimizer... Diffusion models have demonstrated state-of-the-art performance across vision, language, and scientific domains. Despite their empirical success, prior... sample complexity bounds diffusion model