Bayesian & Probabilistic

On Convergence of Polynomial Approximations to the Gaussian Mixture Entropy NeurIPS 2023 On inference and learning with probabilistic generating circuits UAI 2023 On permutation symmetries in Bayesian neural network posteriors: a variational perspective NeurIPS 2023 On Second-Order Scoring Rules for Epistemic Uncertainty Quantification ICML 2023 On the Calibration and Uncertainty with Pólya-Gamma Augmentation for Dialog Retrieval Models AAAI 2023 On the Complexity of Bayesian Generalization ICML 2023 On the Identifiability and Interpretability of Gaussian Process Models NeurIPS 2023 On the Properties of Kullback-Leibler Divergence Between Multivariate Gaussian Distributions NeurIPS 2023 On the Statistical Consistency of Risk-Sensitive Bayesian Decision-Making NeurIPS 2023 On the Sublinear Regret of GP-UCB NeurIPS 2023 On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity JMLR 2023 Optimality of Thompson Sampling with Noninformative Priors for Pareto Bandits ICML 2023 Optimally-weighted Estimators of the Maximum Mean Discrepancy for Likelihood-Free Inference ICML 2023 Optimal Regret Is Achievable with Bounded Approximate Inference Error: An Enhanced Bayesian Upper Confidence Bound Framework NeurIPS 2023 Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach AISTATS 2023 Overcoming Prior Misspecification in Online Learning to Rank AISTATS 2023 Partial Multi-Label Learning with Probabilistic Graphical Disambiguation NeurIPS 2023 Persuading Farsighted Receivers in MDPs: the Power of Honesty NeurIPS 2023 Physics-enhanced Gaussian Process Variational Autoencoder L4DC 2023 Physics-Guided Human Motion Capture with Pose Probability Modeling IJCAI 2023 Pixel-Wise Prediction Based Visual Odometry via Uncertainty Estimation WACV 2023 Planning with Hidden Parameter Polynomial MDPs AAAI 2023 Plausible Uncertainties for Human Pose Regression ICCV 2023 Pointwise uncertainty quantification for sparse variational Gaussian process regression with a Brownian motion prior NeurIPS 2023 PoseDiffusion: Solving Pose Estimation via Diffusion-aided Bundle Adjustment ICCV 2023