Generalization in VAE and Diffusion Models: A Unified Information-Theoretic AnalysisInternational Conference on Learning Representations (ICLR), 2025 |
On the Generalization Properties of Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023 |
On the Stability of Iterative Retraining of Generative Models on their
own DataInternational Conference on Learning Representations (ICLR), 2023 |
A Mathematical Framework for Learning Probability DistributionsJournal of Machine Learning (JML), 2022 |
Generalization Error of GAN from the Discriminator's PerspectiveResearch in the Mathematical Sciences (Res. Math. Sci.), 2021 |
A Class of Dimension-free Metrics for the Convergence of Empirical
MeasuresStochastic Processes and their Applications (SPA), 2021 |