Bayesian Inference

On the rank of 2×2×2 probability tables PGM 2022 Out of Distribution Data Detection Using Dropout Bayesian Neural Networks AAAI 2022 Parameterized Completeness Results for Bayesian Inference PGM 2022 Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022 Pixel Screening Based Intermediate Correction for Blind Deblurring CVPR 2022 Posterior Refinement Improves Sample Efficiency in Bayesian Neural Networks NeurIPS 2022 Pragmatically Learning from Pedagogical Demonstrations in Multi-Goal Environments NeurIPS 2022 Relevance for Robust Bayesian Network MAP-Explanations PGM 2022 Risk bounds for aggregated shallow neural networks using Gaussian priors COLT 2022 Robust Anytime Learning of Markov Decision Processes NeurIPS 2022 Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap AISTATS 2022 Robust Neural Posterior Estimation and Statistical Model Criticism NeurIPS 2022 Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation ICLR 2022 Scale Mixtures of Neural Network Gaussian Processes ICLR 2022 Sketching a Linguistically-Driven Reasoning Dialog Model for Social Talk ACL 2022 Society of Agents: Regret Bounds of Concurrent Thompson Sampling NeurIPS 2022 Speeding up approximate MAP by applying domain knowledge about relevant variables PGM 2022 Structure learning algorithms for multidimensional continuous-time Bayesian network classifiers PGM 2022 Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding COLING 2022 Testing Whether a Learning Procedure is Calibrated JMLR 2022 The Fewer Splits are Better: Deconstructing Readability in Sentence Splitting EMNLP 2022 Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control COLT 2022 TopWORDS-Seg: Simultaneous Text Segmentation and Word Discovery for Open-Domain Chinese Texts via Bayesian Inference ACL 2022 Tractable Uncertainty for Structure Learning ICML 2022 Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective NeurIPS 2022