sample complexity bounds

6 papers

• Dimension-free Score Matching and Time Bootstrapping for Diffusion Models
• Generalization Guarantees for Learning Score-Based Branch-and-Cut Policies in Integer Programming
• Multi-Objective Reinforcement Learning with Max-Min Criterion: A Game-Theoretic Approach
• On the Sample Complexity Bounds of Bilevel Reinforcement Learning
• Reliably detecting model failures in deployment without labels
• Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function