bayesian inference

Bayesian Prediction of Future Street Scenes using Synthetic Likelihoods ICLR 2019 Bayesian Space-Time Partitioning by Sampling and Pruning Spanning Trees JMLR 2019 Bayesian Subspace Hidden Markov Model for Acoustic Unit Discovery Interspeech 2019 BayesSim: Adaptive Domain Randomization Via Probabilistic Inference for Robotics Simulators RSS 2019 Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models ACL 2019 Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs NeurIPS 2019 Chasing Ghosts: Instruction Following as Bayesian State Tracking NeurIPS 2019 Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019 Comparative Study of Parametric and Representation Uncertainty Modeling for Recurrent Neural Network Language Models Interspeech 2019 Conditional Expectation Propagation UAI 2019 Confirmatory Bayesian Online Change Point Detection in the Covariance Structure of Gaussian Processes IJCAI 2019 Context-Tree Recommendation vs Matrix-Factorization: Algorithm Selection and Live Users Evaluation AAAI 2019 Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019 Coordinated hippocampal-entorhinal replay as structural inference NeurIPS 2019 Debiased Bayesian inference for average treatment effects NeurIPS 2019 Deep Bayesian Trust: A Dominant and Fair Incentive Mechanism for Crowd AAAI 2019 Dependent relevance determination for smooth and structured sparse regression JMLR 2019 Discrimination in Online Markets: Effects of Social Bias on Learning from Reviews and Policy Design NeurIPS 2019 Domain-Size Aware Markov Logic Networks AISTATS 2019 Dropout as a Structured Shrinkage Prior ICML 2019 Dynamic Ensemble Modeling Approach to Nonstationary Neural Decoding in Brain-Computer Interfaces NeurIPS 2019 Early-Stopping of Scattering Pattern Observation with Bayesian Modeling AAAI 2019 Efficient learning of smooth probability functions from Bernoulli tests with guarantees ICML 2019 Efficient Neutrino Oscillation Parameter Inference with Gaussian Process AAAI 2019 Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model NeurIPS 2019