Bayesian Inference

Robust Outlier Rejection for 3D Registration With Variational Bayes CVPR 2023 R-U-SURE? Uncertainty-Aware Code Suggestions By Maximizing Utility Across Random User Intents ICML 2023 Safety Verification of Nonlinear Systems with Bayesian Neural Network Controllers AAAI 2023 Sample Complexity of Forecast Aggregation NeurIPS 2023 Sample-efficient Multi-objective Molecular Optimization with GFlowNets NeurIPS 2023 Sampling-Based Accuracy Testing of Posterior Estimators for General Inference ICML 2023 Sampling-based inference for large linear models, with application to linearised Laplace ICLR 2023 Sampling from Gaussian Process Posteriors using Stochastic Gradient Descent NeurIPS 2023 Sampling from Structured Log-Concave Distributions via a Soft-Threshold Dikin Walk NeurIPS 2023 SatLM: Satisfiability-Aided Language Models Using Declarative Prompting NeurIPS 2023 Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes AISTATS 2023 Scalable high-dimensional Bayesian varying coefficient models with unknown within-subject covariance JMLR 2023 Scalable marked point processes for exchangeable and non-exchangeable event sequences AISTATS 2023 Scalable nonparametric Bayesian learning for dynamic velocity fields UAI 2023 Scalable PAC-Bayesian Meta-Learning via the PAC-Optimal Hyper-Posterior: From Theory to Practice JMLR 2023 Scale-invariant Bayesian Neural Networks with Connectivity Tangent Kernel ICLR 2023 Scale-Invariant Infinite Hierarchical Topic Model ACL 2023 Score-Based Diffusion Models as Principled Priors for Inverse Imaging ICCV 2023 Score Priors Guided Deep Variational Inference for Unsupervised Real-World Single Image Denoising ICCV 2023 Self-Adjusting Weighted Expected Improvement for Bayesian Optimization AutoML 2023 Self-Correcting Bayesian Optimization through Bayesian Active Learning NeurIPS 2023 Self-Interpretable Time Series Prediction with Counterfactual Explanations ICML 2023 Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring CVPR 2023 Semantic Similarity Covariance Matrix Shrinkage EMNLP 2023 Semantic Strengthening of Neuro-Symbolic Learning AISTATS 2023