Showing 1–20 of 49 results
/ Date/ Name
Jun 9, 2022Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness ConstraintMar 20, 2024Diffusion Model for Data-Driven Black-Box OptimizationOct 7, 2021Large Learning Rate Tames Homogeneity: Convergence and Balancing EffectJan 9, 2020On Computation and Generalization of Generative Adversarial Imitation LearningNov 3, 2020Doubly Robust Off-Policy Learning on Low-Dimensional Manifolds by Deep Neural NetworksApr 9, 2025Diffusion Factor Models: Generating High-Dimensional Returns with Factor StructureAug 5, 2019Nonparametric Regression on Low-Dimensional Manifolds using Deep ReLU Networks : Function Approximation and Statistical RecoveryJun 24, 2020Towards Understanding Hierarchical Learning: Benefits of Neural RepresentationsJun 26, 2023Effective Minkowski Dimension of Deep Nonparametric Regression: Function Approximation and Statistical TheoriesJun 2, 2023Efficient Reinforcement Learning with Impaired Observability: Learning to Act with Delayed and Missing State ObservationsMar 3, 2024Theoretical Insights for Diffusion Guidance: A Case Study for Gaussian Mixture ModelsJul 23, 2024Diffusion Transformer Captures Spatial-Temporal Dependencies: A Theory for Gaussian Process DataApr 11, 2024An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and OptimizationMar 6, 2018Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex OptimizationOct 28, 2019On Generalization Bounds of a Family of Recurrent Neural NetworksMar 18, 2024Unveil Conditional Diffusion Models with Classifier-free Guidance: A Sharp Statistical TheoryFeb 14, 2023Score Approximation, Estimation and Distribution Recovery of Diffusion Models on Low-Dimensional DataOct 12, 2020How Important is the Train-Validation Split in Meta-Learning?Feb 10, 2020Distribution Approximation and Statistical Estimation Guarantees of Generative Adversarial NetworksMay 4, 2022A Manifold Two-Sample Test Study: Integral Probability Metric with Neural Networks