Bayesian Learning

Personalized Federated Learning via Variational Bayesian Inference ICML 2022 Posterior and Computational Uncertainty in Gaussian Processes NeurIPS 2022 Predictive variational Bayesian inference as risk-seeking optimization AISTATS 2022 Process Independence Testing in Proximal Graphical Event Models CLeaR 2022 QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022 Recursive autonomy identification-based learning of augmented naive Bayes classifiers PGM 2022 Regularization Guarantees Generalization in Bayesian Reinforcement Learning through Algorithmic Stability AAAI 2022 Risk bounds for aggregated shallow neural networks using Gaussian priors COLT 2022 RL with KL penalties is better viewed as Bayesian inference EMNLP 2022 Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap AISTATS 2022 Robust Bayesian recourse UAI 2022 Robust Bayesian Regression via Hard Thresholding NeurIPS 2022 Robust expected information gain for optimal Bayesian experimental design using ambiguity sets UAI 2022 Robust Neural Posterior Estimation and Statistical Model Criticism NeurIPS 2022 Sampling in Constrained Domains with Orthogonal-Space Variational Gradient Descent NeurIPS 2022 Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space NeurIPS 2022 Scalable Gaussian-process regression and variable selection using Vecchia approximations JMLR 2022 Self-Supervised Inference in State-Space Models ICLR 2022 Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations IJCAI 2022 Sensing Cox Processes via Posterior Sampling and Positive Bases AISTATS 2022 Simplex Neural Population Learning: Any-Mixture Bayes-Optimality in Symmetric Zero-sum Games ICML 2022 Social Learning in Non-Stationary Environments ALT 2022 Sparse Gaussian Process Hyperparameters: Optimize or Integrate? NeurIPS 2022 Stacking for Non-mixing Bayesian Computations: The Curse and Blessing of Multimodal Posteriors JMLR 2022 Streaming Inference for Infinite Feature Models ICML 2022