Bayesian Learning

Learning Optimal Flows for Non-Equilibrium Importance Sampling NeurIPS 2022 Learning Temporal Evolution of Spatial Dependence with Generalized Spatiotemporal Gaussian Process Models JMLR 2022 Limited Memory Influence Diagrams for Attribute Statistical Process Control with Variable Sample Sizes PGM 2022 Linearizing contextual bandits with latent state dynamics UAI 2022 Map Induction: Compositional spatial submap learning for efficient exploration in novel environments ICLR 2022 MidasTouch: Monte-Carlo inference over distributions across sliding touch CoRL 2022 Mitigating the Effects of Non-Identifiability on Inference for Bayesian Neural Networks with Latent Variables JMLR 2022 Multistate analysis with infinite mixtures of Markov chains UAI 2022 Mutual information based Bayesian graph neural network for few-shot learning UAI 2022 Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions ICLR 2022 Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022 Neural Variational Dropout Processes ICLR 2022 Nonparametric Factor Trajectory Learning for Dynamic Tensor Decomposition ICML 2022 Offline RL Policies Should Be Trained to be Adaptive ICML 2022 Online Neural Sequence Detection with Hierarchical Dirichlet Point Process NeurIPS 2022 Online Speaker Diarization with Core Samples Selection Interspeech 2022 On PAC-Bayesian reconstruction guarantees for VAEs AISTATS 2022 On the Convergence of the Shapley Value in Parametric Bayesian Learning Games ICML 2022 On the definition and computation of causal treewidth UAI 2022 On the inability of Gaussian process regression to optimally learn compositional functions NeurIPS 2022 On the Value of Prior in Online Learning to Rank AISTATS 2022 Optimal Control with Learning on the Fly: System with Unknown Drift L4DC 2022 Overlapping Communities and Roles in Networks with Node Attributes: Probabilistic Graphical Modeling, Bayesian Formulation and Variational Inference (Extended Abstract) IJCAI 2022 Partial likelihood Thompson sampling UAI 2022 Perfect Sampling from Pairwise Comparisons NeurIPS 2022