Bayesian Learning

Bayesian Nonparametrics for Offline Skill Discovery ICML 2022 Bayesian Object Models for Robotic Interaction with Differentiable Probabilistic Programming CoRL 2022 Bayesian Persuasion in Sequential Decision-Making AAAI 2022 Bayesian Pseudo Posterior Mechanism under Asymptotic Differential Privacy JMLR 2022 Bayesian Recurrent Units and the Forward-Backward Algorithm Interspeech 2022 Bayesian Risk Markov Decision Processes NeurIPS 2022 Bayesian structure learning with generative flow networks UAI 2022 Being a Bit Frequentist Improves Bayesian Neural Networks AISTATS 2022 Bezier Gaussian Processes for Tall and Wide Data NeurIPS 2022 BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning COLING 2022 Bregman Proximal Langevin Monte Carlo via Bregman-Moreau Envelopes ICML 2022 Byzantine-tolerant federated Gaussian process regression for streaming data NeurIPS 2022 ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons ACL 2022 Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations NeurIPS 2022 Contrastive Neural Ratio Estimation NeurIPS 2022 Data Augmentation MCMC for Bayesian Inference from Privatized Data NeurIPS 2022 De-Sequentialized Monte Carlo: a parallel-in-time particle smoother JMLR 2022 Deterministic Langevin Monte Carlo with Normalizing Flows for Bayesian Inference NeurIPS 2022 Differentiable Bayesian inference of SDE parameters using a pathwise series expansion of Brownian motion AISTATS 2022 Distributed Bayesian Varying Coefficient Modeling Using a Gaussian Process Prior JMLR 2022 Efficient and transferable adversarial examples from bayesian neural networks UAI 2022 Efficient identification of informative features in simulation-based inference NeurIPS 2022 End-To-End Label Uncertainty Modeling for Speech-based Arousal Recognition Using Bayesian Neural Networks Interspeech 2022 Estimating Causal Effects under Network Interference with Bayesian Generalized Propensity Scores JMLR 2022 Evidential Reasoning and Learning: a Survey IJCAI 2022