bayesian inference

Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap AISTATS 2022 Robust Bayesian recourse UAI 2022 Robust Bayesian Regression via Hard Thresholding NeurIPS 2022 Robust Deep Learning from Crowds with Belief Propagation AISTATS 2022 Robust Depth Completion with Uncertainty-Driven Loss Functions AAAI 2022 Robust Neural Posterior Estimation and Statistical Model Criticism NeurIPS 2022 Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation ICLR 2022 Scalable Deep Gaussian Markov Random Fields for General Graphs ICML 2022 Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations IJCAI 2022 SIXO: Smoothing Inference with Twisted Objectives NeurIPS 2022 Sketching a Linguistically-Driven Reasoning Dialog Model for Social Talk ACL 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 Streaming Inference for Infinite Feature Models ICML 2022 Testing Whether a Learning Procedure is Calibrated JMLR 2022 The AIM and EM Algorithms for Learning from Coarse Data JMLR 2022 The Boltzmann Policy Distribution: Accounting for Systematic Suboptimality in Human Models ICLR 2022 The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation? NeurIPS 2022 Thompson Sampling with a Mixture Prior AISTATS 2022 TopWORDS-Seg: Simultaneous Text Segmentation and Word Discovery for Open-Domain Chinese Texts via Bayesian Inference ACL 2022 Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees NeurIPS 2022 Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation NeurIPS 2022 Tracking Functional Changes in Nonstationary Signals with Evolutionary Ensemble Bayesian Model for Robust Neural Decoding NeurIPS 2022 Transformers Can Do Bayesian Inference ICLR 2022 Truncated proposals for scalable and hassle-free simulation-based inference NeurIPS 2022