Probabilistic Modeling

A Complete Characterization of Projectivity for Statistical Relational Models IJCAI 2020 Adaptive Discretization for Evaluation of Probabilistic Cost Functions AISTATS 2020 Adaptive Sampling for Stochastic Risk-Averse Learning NeurIPS 2020 Adversarial Attacks on Probabilistic Autoregressive Forecasting Models ICML 2020 Adversarially-learned Inference via an Ensemble of Discrete Undirected Graphical Models NeurIPS 2020 A Generative Model for Molecular Distance Geometry ICML 2020 Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation AAAI 2020 aGrUM/pyAgrum : a toolbox to build models and algorithms for Probabilistic Graphical Models in Python PGM 2020 All in the Exponential Family: Bregman Duality in Thermodynamic Variational Inference ICML 2020 Amortized Inference of Variational Bounds for Learning Noisy-OR AISTATS 2020 Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement JMLR 2020 A New Perspective on Learning Context-Specific Independence PGM 2020 An Expectation Maximisation Algorithm for Automated Cognate Detection CoNLL 2020 An NMF-HMM Speech Enhancement Method Based on Kullback-Leibler Divergence Interspeech 2020 A Non-Asymptotic Analysis for Stein Variational Gradient Descent NeurIPS 2020 An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering ACL 2020 A Novel Approach for Constrained Optimization in Graphical Models NeurIPS 2020 Applications of Common Entropy for Causal Inference NeurIPS 2020 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 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 Software System for Predicting Patient Flow at the Emergency Department of Aalborg University Hospital PGM 2020