Bayesian Inference

Scalable Gaussian-process regression and variable selection using Vecchia approximations JMLR 2022 Scalable Spike-and-Slab ICML 2022 Score Matched Neural Exponential Families for Likelihood-Free Inference JMLR 2022 Self-Aware Personalized Federated Learning NeurIPS 2022 Self-distribution distillation: efficient uncertainty estimation UAI 2022 Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin Dynamics CVPR 2022 Semantic uncertainty intervals for disentangled latent spaces NeurIPS 2022 Sensing Cox Processes via Posterior Sampling and Positive Bases AISTATS 2022 Sequential and Parallel Constrained Max-value Entropy Search via Information Lower Bound ICML 2022 Sequential Topic Selection Model with Latent Variable for Topic-Grounded Dialogue EMNLP 2022 Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue ACL 2022 SIXO: Smoothing Inference with Twisted Objectives NeurIPS 2022 Sketching a Linguistically-Driven Reasoning Dialog Model for Social Talk ACL 2022 SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization JMLR 2022 SnAKe: Bayesian Optimization with Pathwise Exploration NeurIPS 2022 Society of Agents: Regret Bounds of Concurrent Thompson Sampling NeurIPS 2022 SoQal: Selective Oracle Questioning for Consistency Based Active Learning of Cardiac Signals ICML 2022 Sound and Complete Causal Identification with Latent Variables Given Local Background Knowledge NeurIPS 2022 Sparse Additive Gaussian Process Regression JMLR 2022 Sparse Communication via Mixed Distributions ICLR 2022 Sparse Gaussian Process Hyperparameters: Optimize or Integrate? NeurIPS 2022 Spatial Multivariate Trees for Big Data Bayesian Regression JMLR 2022 Spectral Representation of Robustness Measures for Optimization Under Input Uncertainty ICML 2022 SpectraNet: Learned Recognition of Artificial Satellites From High Contrast Spectroscopic Imagery WACV 2022 Speech Emotion Recognition via Generation using an Attention-based Variational Recurrent Neural Network Interspeech 2022