Bayesian Inference

Relation-Based Counterfactual Explanations for Bayesian Network Classifiers IJCAI 2020 Robust Optimisation Monte Carlo AISTATS 2020 Scalable Inference on the Soft Affiliation Graph Model for Overlapping Community Detection ACML 2020 Sum-Product Network Decompilation PGM 2020 The k-tied Normal Distribution: A Compact Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks ICML 2020 The Stanford Acuity Test: A Precise Vision Test Using Bayesian Techniques and a Discovery in Human Visual Response AAAI 2020 Thompson Sampling for Unsupervised Sequential Selection ACML 2020 Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks PGM 2020 Variance Reduction and Quasi-Newton for Particle-Based Variational Inference ICML 2020 Variational Pathway Reasoning for EEG Emotion Recognition AAAI 2020 What Is It You Really Want of Me? Generalized Reward Learning with Biased Beliefs about Domain Dynamics AAAI 2020 Why Non-myopic Bayesian Optimization is Promising and How Far Should We Look-ahead? A Study via Rollout AISTATS 2020 A Bayesian Perspective on the Deep Image Prior CVPR 2019 Adding Constraints to Bayesian Inverse Problems AAAI 2019 A Dynamic Bayesian Network Based Merge Mechanism for Autonomous Vehicles AAAI 2019 A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations UAI 2019 A Generalization Bound for Online Variational Inference ACML 2019 An Adaptive Empirical Bayesian Method for Sparse Deep Learning NeurIPS 2019 Automatic Posterior Transformation for Likelihood-Free Inference ICML 2019 Bayesian Batch Active Learning as Sparse Subset Approximation NeurIPS 2019 Bayesian Execution Skill Estimation AAAI 2019 Bayesian Hierarchical Dynamic Model for Human Action Recognition CVPR 2019 Bayesian Optimization in Variational Latent Spaces with Dynamic Compression CoRL 2019 Bayesian Optimization with Binary Auxiliary Information UAI 2019 Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models ACL 2019