Bayesian & Probabilistic

Polynomial-Time Probabilistic Reasoning with Partial Observations via Implicit Learning in Probability Logics AAAI 2019 Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning UAI 2019 Predicate Exchange: Inference with Declarative Knowledge ICML 2019 Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning ACL 2019 Probabilistic Alternating-Time µ-Calculus AAAI 2019 Probabilistic Deep Ordinal Regression Based on Gaussian Processes ICCV 2019 Probabilistic-Logic Bots for Efficient Evaluation of Business Rules Using Conversational Interfaces AAAI 2019 Probabilistic Logic Programming with Beta-Distributed Random Variables AAAI 2019 Probabilistic Model Checking of Robots Deployed in Extreme Environments AAAI 2019 Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks RSS 2019 Probabilistic Neural Symbolic Models for Interpretable Visual Question Answering ICML 2019 Probabilistic Recursive Reasoning for Multi-Agent Reinforcement Learning ICLR 2019 Probabilistic Riemannian submanifold learning with wrapped Gaussian process latent variable models AISTATS 2019 ProbGAN: Towards Probabilistic GAN with Theoretical Guarantees ICLR 2019 Projected Stein Variational Newton: A Fast and Scalable Bayesian Inference Method in High Dimensions NeurIPS 2019 Propagating Uncertainty in Reinforcement Learning via Wasserstein Barycenters NeurIPS 2019 Pseudo-Extended Markov chain Monte Carlo NeurIPS 2019 PyOpenDial: A Python-based Domain-Independent Toolkit for Developing Spoken Dialogue Systems with Probabilistic Rules EMNLP 2019 Pyro: Deep Universal Probabilistic Programming JMLR 2019 Quantifying Uncertainties in Natural Language Processing Tasks AAAI 2019 Random Function Priors for Correlation Modeling ICML 2019 Rao-Blackwellized Stochastic Gradients for Discrete Distributions ICML 2019 Rates of Convergence for Sparse Variational Gaussian Process Regression ICML 2019 Reasoning in Bayesian Opinion Exchange Networks Is PSPACE-Hard COLT 2019 Recovering Bandits NeurIPS 2019