Bayesian & Probabilistic

Efficient learning of smooth probability functions from Bernoulli tests with guarantees ICML 2019 Efficient Neutrino Oscillation Parameter Inference with Gaussian Process AAAI 2019 Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables ICML 2019 Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model NeurIPS 2019 Eidos, INDRA, & Delphi: From Free Text to Executable Causal Models NAACL 2019 Embarrassingly Parallel Inference for Gaussian Processes JMLR 2019 EM-Fusion: Dynamic Object-Level SLAM With Probabilistic Data Association ICCV 2019 End-to-End Probabilistic Inference for Nonstationary Audio Analysis ICML 2019 Enhanced Bayesian Compression via Deep Reinforcement Learning CVPR 2019 Estimating Convergence of Markov chains with L-Lag Couplings NeurIPS 2019 Estimating the Days to Success of Campaigns in Crowdfunding: A Deep Survival Perspective AAAI 2019 Evidence-based Trustworthiness ACL 2019 Exact and Approximate Weighted Model Integration with Probability Density Functions Using Knowledge Compilation AAAI 2019 Exact Gaussian Processes on a Million Data Points NeurIPS 2019 Exploiting Worker Correlation for Label Aggregation in Crowdsourcing ICML 2019 Expressive power of tensor-network factorizations for probabilistic modeling NeurIPS 2019 Expressive Priors in Bayesian Neural Networks: Kernel Combinations and Periodic Functions UAI 2019 Face Alignment With Kernel Density Deep Neural Network ICCV 2019 Fast and Flexible Inference of Joint Distributions from their Marginals ICML 2019 Fast Convergence of Belief Propagation to Global Optima: Beyond Correlation Decay NeurIPS 2019 Faster Attend-Infer-Repeat with Tractable Probabilistic Models ICML 2019 Fast Relational Probabilistic Inference and Learning: Approximate Counting via Hypergraphs AAAI 2019 Feed-forward Propagation in Probabilistic Neural Networks with Categorical and Max Layers ICLR 2019 Finding All Bayesian Network Structures within a Factor of Optimal AAAI 2019 Fingerprint Policy Optimisation for Robust Reinforcement Learning ICML 2019