MINDE: Mutual Information Neural Diffusion EstimationInternational Conference on Learning Representations (ICLR), 2023 |
Interpretable Diffusion via Information DecompositionInternational Conference on Learning Representations (ICLR), 2023 |
Provable benefits of annealing for estimating normalizing constants:
Importance Sampling, Noise-Contrastive Estimation, and beyondNeural Information Processing Systems (NeurIPS), 2023 |
Mutual Information Regularized Offline Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2022 |
Variational Representations of Annealing Paths: Bregman Information
under Monotonic EmbeddingInformation Geometry (IG), 2022 |
Score-Based Diffusion meets Annealed Importance SamplingNeural Information Processing Systems (NeurIPS), 2022 |