Bayesian Inference

Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization NeurIPS 2022 BayesAdapter: Being Bayesian, Inexpensively and Reliably, via Bayesian Fine-tuning ACML 2022 Bayesian Change-Point Detection for Bandit Feedback in Non-stationary Environments ACML 2022 Bayesian Model Averaging of Chain Event Graphs for Robust Explanatory Modelling PGM 2022 Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection CVPR 2022 Bayesian Persuasion in Sequential Decision-Making AAAI 2022 ColorCode: A Bayesian Approach to Augmentative and Alternative Communication with Two Buttons ACL 2022 Combining Constraint Solving and Bayesian Techniques for System Optimization IJCAI 2022 Constrained Policy Optimization via Bayesian World Models ICLR 2022 Curiosity-Driven Exploration via Latent Bayesian Surprise AAAI 2022 Deep Hierarchy in Bandits ICML 2022 Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference AISTATS 2022 Distribution Calibration for Out-of-Domain Detection with Bayesian Approximation COLING 2022 Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body Coordination CVPR 2022 Fast Bayesian Coresets via Subsampling and Quasi-Newton Refinement NeurIPS 2022 Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation UAI 2022 Highly Efficient Structural Learning of Sparse Staged Trees PGM 2022 Improving Bayesian Neural Networks by Adversarial Sampling AAAI 2022 Inference and Learning with Model Uncertainty in Probabilistic Logic Programs AAAI 2022 Interacting Contour Stochastic Gradient Langevin Dynamics ICLR 2022 Interpreting Time-Varying Dynamic Bayesian Networks for Earth Climate Modelling PGM 2022 Learning Noisy-Or Networks with an Application in Linguistics PGM 2022 Lifting the Information Ratio: An Information-Theoretic Analysis of Thompson Sampling for Contextual Bandits NeurIPS 2022 Non-Linear Reinforcement Learning in Large Action Spaces: Structural Conditions and Sample-efficiency of Posterior Sampling COLT 2022 Nonparametric Relational Models with Superrectangulation AISTATS 2022