Bayesian Inference

Quasi-Bayesian nonparametric density estimation via autoregressive predictive updates UAI 2023 Query-Efficient Black-Box Red Teaming via Bayesian Optimization ACL 2023 Random Grid Neural Processes for Parametric Partial Differential Equations ICML 2023 Randomized Gaussian Process Upper Confidence Bound with Tighter Bayesian Regret Bounds ICML 2023 Randomized geometric tools for anomaly detection in stock markets AISTATS 2023 Ready, Set, Plan! Planning to Goal Sets Using Generalized Bayesian Inference CoRL 2023 Realistic Conversational Question Answering with Answer Selection based on Calibrated Confidence and Uncertainty Measurement EACL 2023 Real-time variational method for learning neural trajectory and its dynamics ICLR 2023 Reanalyzing L2 Preposition Learning with Bayesian Mixed Effects and a Pretrained Language Model ACL 2023 Reasons for the Superiority of Stochastic Estimators over Deterministic Ones: Robustness, Consistency and Perceptual Quality ICML 2023 Recovering a Molecule's 3D Dynamics from Liquid-phase Electron Microscopy Movies ICCV 2023 Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints L4DC 2023 Regularization for Shuffled Data Problems via Exponential Family Priors on the Permutation Group AISTATS 2023 Rehearsal Learning for Avoiding Undesired Future NeurIPS 2023 Retrospective Uncertainties for Deep Models using Vine Copulas AISTATS 2023 Revisiting Bayesian network learning with small vertex cover UAI 2023 RHINE: Robust and High-performance Internet Naming with E2E Authenticity NSDI 2023 Riemannian Laplace approximations for Bayesian neural networks NeurIPS 2023 Risk Bounds on Aleatoric Uncertainty Recovery AISTATS 2023 Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners CoRL 2023 Robust and Adaptive Deep Learning via Bayesian Principles AAAI 2023 Robust and Scalable Bayesian Online Changepoint Detection ICML 2023 Robust Bayesian Satisficing NeurIPS 2023 Robust Gaussian process regression with the trimmed marginal likelihood UAI 2023 Robustness to corruption in pre-trained Bayesian neural networks ICLR 2023