Bayesian Inference

Conditionally Independent Multiresolution Gaussian Processes AISTATS 2019 Confidence Weighted Multitask Learning AAAI 2019 Confirmatory Bayesian Online Change Point Detection in the Covariance Structure of Gaussian Processes IJCAI 2019 Connecting and Comparing Language Model Interpolation Techniques Interspeech 2019 Context-Tree Recommendation vs Matrix-Factorization: Algorithm Selection and Live Users Evaluation AAAI 2019 Convergence Guarantees for Adaptive Bayesian Quadrature Methods NeurIPS 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 Copula-like Variational Inference NeurIPS 2019 Correlated Uncertainty for Learning Dense Correspondences from Noisy Labels NeurIPS 2019 Correlation Priors for Reinforcement Learning NeurIPS 2019 Covariate-Powered Empirical Bayes Estimation NeurIPS 2019 Curious iLQR: Resolving Uncertainty in Model-based RL CoRL 2019 Cutset Bayesian Networks: A New Representation for Learning Rao-Blackwellised Graphical Models IJCAI 2019 CXPlain: Causal Explanations for Model Interpretation under Uncertainty NeurIPS 2019 Database Alignment with Gaussian Features AISTATS 2019 Data Poisoning against Differentially-Private Learners: Attacks and Defenses IJCAI 2019 Debiased Bayesian inference for average treatment effects NeurIPS 2019 Decomposing feature-level variation with Covariate Gaussian Process Latent Variable Models ICML 2019 Deep Bayesian Natural Language Processing ACL 2019 Deep Bayesian Optimization on Attributed Graphs AAAI 2019 Deep Gaussian Processes with Importance-Weighted Variational Inference ICML 2019 Deep learning generalizes because the parameter-function map is biased towards simple functions ICLR 2019 Dependency Grammar Induction with a Neural Variational Transition-Based Parser AAAI 2019 Dependent relevance determination for smooth and structured sparse regression JMLR 2019