Bayesian & Probabilistic

Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions AISTATS 2020 Approximate Weighted First-Order Model Counting: Exploiting Fast Approximate Model Counters and Symmetry IJCAI 2020 Approximating bounded tree-width Bayesian network classifiers with OBDD PGM 2020 Approximation Based Variance Reduction for Reparameterization Gradients NeurIPS 2020 A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning EMNLP 2020 A Probabilistic Formulation of Unsupervised Text Style Transfer ICLR 2020 A Probabilistic Model with Commonsense Constraints for Pattern-based Temporal Fact Extraction ACL 2020 A Score-and-Search Approach to Learning Bayesian Networks with Noisy-OR Relations PGM 2020 A Semantically Consistent and Syntactically Variational Encoder-Decoder Framework for Paraphrase Generation COLING 2020 A Software System for Predicting Patient Flow at the Emergency Department of Aalborg University Hospital PGM 2020 Asynchronous Gibbs Sampling AISTATS 2020 A Unified Statistically Efficient Estimation Framework for Unnormalized Models AISTATS 2020 A Unified Stochastic Gradient Approach to Designing Bayesian-Optimal Experiments AISTATS 2020 Automated Augmented Conjugate Inference for Non-conjugate Gaussian Process Models AISTATS 2020 Automatic Reparameterisation of Probabilistic Programs ICML 2020 Autoregressive Score Matching NeurIPS 2020 A Variational Approach for Learning from Positive and Unlabeled Data NeurIPS 2020 A Variational Perturbative Approach to Planning in Graph-Based Markov Decision Processes AAAI 2020 A Variational Point Process Model for Social Event Sequences AAAI 2020 Axioms for Learning from Pairwise Comparisons NeurIPS 2020 BaKer-Nets: Bayesian Random Kernel Mapping Networks IJCAI 2020 Bandit Algorithms Based on Thompson Sampling for Bounded Reward Distributions ALT 2020 Baxter Permutation Process NeurIPS 2020 Bayes-Adaptive Monte-Carlo Planning and Learning for Goal-Oriented Dialogues AAAI 2020 Bayesian Adversarial Human Motion Synthesis CVPR 2020