← Bayesian & Probabilistic
Artificial Intelligence › Bayesian & Probabilistic ›

Bayesian Inference

518 directly classified papers

Papers per year

Papers

Parameterized hardness of active inference PGM 2018
Bayesian Network Structure Learning with Side Constraints PGM 2018
Simple Propagation with Arc-Reversal in Bayesian Networks PGM 2018
Same-Decision Probability: Threshold Robustness and Application to Explanation PGM 2018
PAC-Bayes Control: Synthesizing Controllers that Provably Generalize to Novel Environments CORL 2018
Bayesian Generalized Kernel Inference for Terrain Traversability Mapping CORL 2018
Minibatch Gibbs Sampling on Large Graphical Models ICML 2018
Variational Knowledge Graph Reasoning NAACL 2018
Structure Learning for Bayesian Networks over Labeled DAGs PGM 2018
Combining Opinion Pooling and Evidential Updating for Multi-Agent Consensus IJCAI 2018
Making Continuous Time Bayesian Networks More Flexible PGM 2018
Intersection-Validation: A Method for Evaluating Structure Learning without Ground Truth AISTATS 2018
Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors ICML 2018
Bayesian Active Edge Evaluation on Expensive Graphs IJCAI 2018
Inference Aided Reinforcement Learning for Incentive Mechanism Design in Crowdsourcing NIPS 2018
Rating Distributions and Bayesian Inference: Enhancing Cognitive Models of Spatial Language Use ACL 2018
Depth-bounding is effective: Improvements and evaluation of unsupervised PCFG induction EMNLP 2018
Conditional Word Embedding and Hypothesis Testing via Bayes-by-Backprop EMNLP 2018
A Bayesian Nonparametric View on Count-Min Sketch NIPS 2018
Randomized Prior Functions for Deep Reinforcement Learning NIPS 2018
Plato's Cave in the Dempster-Shafer land--the Link between Pignistic and Plausibility Transformations IJCAI 2017
Coherent Predictive Inference under Exchangeability with Imprecise Probabilities (Extended Abstract) IJCAI 2017
Exploiting Causality for Selective Belief Filtering in Dynamic Bayesian Networks (Extended Abstract) IJCAI 2017
A Probabilistic Generative Grammar for Semantic Parsing CONLL 2017
Unsupervised Text Segmentation Based on Native Language Characteristics ACL 2017