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Minshuo Chen

Diffusion Transformer Captures Spatial-Temporal Dependencies: A Theory for Gaussian Process Data

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Jul 23, 2024
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Provable Statistical Rates for Consistency Diffusion Models

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Jun 23, 2024
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Gradient Guidance for Diffusion Models: An Optimization Perspective

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Apr 23, 2024
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An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization

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Apr 11, 2024
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Diffusion Model for Data-Driven Black-Box Optimization

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Mar 20, 2024
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Unveil Conditional Diffusion Models with Classifier-free Guidance: A Sharp Statistical Theory

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Mar 18, 2024
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Theoretical Insights for Diffusion Guidance: A Case Study for Gaussian Mixture Models

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Mar 03, 2024
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Sample Complexity of Preference-Based Nonparametric Off-Policy Evaluation with Deep Networks

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Oct 16, 2023
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Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds

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Sep 25, 2023
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Provable Benefits of Policy Learning from Human Preferences in Contextual Bandit Problems

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Jul 24, 2023
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