Bayesian Inference

Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models CVPR 2024 Making RL with Preference-based Feedback Efficient via Randomization ICLR 2024 MAPTree: Beating “Optimal” Decision Trees with Bayesian Decision Trees AAAI 2024 MetaCOG: A Heirarchical Probabilistic Model for Learning Meta-Cognitive Visual Representations UAI 2024 Mind the GAP: Improving Robustness to Subpopulation Shifts with Group-Aware Priors AISTATS 2024 MMToM-QA: Multimodal Theory of Mind Question Answering ACL 2024 Monte Carlo Tree Search based Space Transfer for Black Box Optimization NeurIPS 2024 On Estimating the Gradient of the Expected Information Gain in Bayesian Experimental Design AAAI 2024 Online Bayesian Persuasion Without a Clue NeurIPS 2024 Only Pay for What Is Uncertain: Variance-Adaptive Thompson Sampling ICLR 2024 Optimal score estimation via empirical Bayes smoothing COLT 2024 Parallel-in-Time Probabilistic Numerical ODE Solvers JMLR 2024 Patch-Prompt Aligned Bayesian Prompt Tuning for Vision-Language Models UAI 2024 PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance AAAI 2024 Posterior Inference on Shallow Infinitely Wide Bayesian Neural Networks under Weights with Unbounded Variance UAI 2024 Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy NeurIPS 2024 Probabilistic size-and-shape functional mixed models NeurIPS 2024 Q-conjugate Message Passing for Efficient Bayesian Inference PGM 2024 Qualitative Mechanism Independence NeurIPS 2024 QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios EMNLP 2024 Root Cause Explanation of Outliers under Noisy Mechanisms AAAI 2024 Safe Exploitative Play with Untrusted Type Beliefs NeurIPS 2024 Safeguarded Progress in Reinforcement Learning: Safe Bayesian Exploration for Control Policy Synthesis AAAI 2024 Sampling Polytopes with Riemannian HMC: Faster Mixing via the Lewis Weights Barrier COLT 2024 Sampling-Resilient Multi-Object Tracking AAAI 2024