 Generalization in VAE and Diffusion Models: A Unified Information-Theoretic AnalysisInternational Conference on Learning Representations (ICLR), 2025 |
 Beta-Sigma VAE: Separating beta and decoder variance in Gaussian
variational autoencoderInternational Conference on Pattern Recognition (ICPR), 2024 |
 Symmetric Equilibrium Learning of VAEsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
 Bi-fidelity Variational Auto-encoder for Uncertainty QuantificationComputer Methods in Applied Mechanics and Engineering (CMAME), 2023 |
 Posterior Collapse of a Linear Latent Variable ModelNeural Information Processing Systems (NeurIPS), 2022 |
 The ELBO of Variational Autoencoders Converges to a Sum of Three
EntropiesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2020 |
