Bayesian Inference

Physics-Informed Bayesian Optimization of Variational Quantum Circuits NeurIPS 2023 Piecewise Deterministic Markov Processes for Bayesian Neural Networks UAI 2023 Planning with Hidden Parameter Polynomial MDPs AAAI 2023 Plausible Uncertainties for Human Pose Regression ICCV 2023 Pointwise sampling uncertainties on the Precision-Recall curve AISTATS 2023 Pointwise uncertainty quantification for sparse variational Gaussian process regression with a Brownian motion prior NeurIPS 2023 Poisson Process for Bayesian Optimization AutoML 2023 Posterior Consistency for Bayesian Relevance Vector Machines JMLR 2023 Posterior Contraction for Deep Gaussian Process Priors JMLR 2023 Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds NeurIPS 2023 Posterior Coreset Construction with Kernelized Stein Discrepancy for Model-Based Reinforcement Learning AAAI 2023 Posterior sampling-based online learning for the stochastic shortest path model UAI 2023 Posterior Sampling with Delayed Feedback for Reinforcement Learning with Linear Function Approximation NeurIPS 2023 POV-SLAM: Probabilistic Object-Aware Variational SLAM in Semi-Static Environments RSS 2023 Practical and Asymptotically Exact Conditional Sampling in Diffusion Models NeurIPS 2023 Practical and Matching Gradient Variance Bounds for Black-Box Variational Bayesian Inference ICML 2023 Precision/Recall on Imbalanced Test Data AISTATS 2023 Predictive Inference with Feature Conformal Prediction ICLR 2023 Preferential Subsampling for Stochastic Gradient Langevin Dynamics AISTATS 2023 PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning NeurIPS 2023 Prior Specification for Bayesian Matrix Factorization via Prior Predictive Matching JMLR 2023 Privacy-Aware Rejection Sampling JMLR 2023 Probabilistic Attention-to-Influence Neural Models for Event Sequences ICML 2023 Probabilistic circuits that know what they don’t know UAI 2023 Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs ICML 2023