Probabilistic Modeling

Probabilistic Permutation Synchronization Using the Riemannian Structure of the Birkhoff Polytope CVPR 2019 Probabilistic Programming for Birth-Death Models of Evolution Using an Alive Particle Filter with Delayed Sampling UAI 2019 Random Clique Covers for Graphs with Local Density and Global Sparsity UAI 2019 Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning UAI 2019 Reachable Space Characterization of Markov Decision Processes with Time Variability RSS 2019 Real-Time Information-Theoretic Exploration with Gaussian Mixture Model Maps RSS 2019 Real-Time Robotic Search using Structural Spatial Point Processes UAI 2019 Reasoning Visual Dialogs With Structural and Partial Observations CVPR 2019 Recommendation from Raw Data with Adaptive Compound Poisson Factorization UAI 2019 Semantic Alignment: Finding Semantically Consistent Ground-Truth for Facial Landmark Detection CVPR 2019 Smoothing Structured Decomposable Circuits NeurIPS 2019 Spatial Mixture Models with Learnable Deep Priors for Perceptual Grouping AAAI 2019 Statistical Model Aggregation via Parameter Matching NeurIPS 2019 Tensorial Change Analysis Using Probabilistic Tensor Regression AAAI 2019 The Functional Neural Process NeurIPS 2019 The Incomplete Rosetta Stone problem: Identifiability results for Multi-view Nonlinear ICA UAI 2019 The pywmi Framework and Toolbox for Probabilistic Inference using Weighted Model Integration IJCAI 2019 TopicEq: A Joint Topic and Mathematical Equation Model for Scientific Texts AAAI 2019 Topic Modeling with Wasserstein Autoencoders ACL 2019 Toward a Characterization of Loss Functions for Distribution Learning NeurIPS 2019 Towards Hardware-Aware Tractable Learning of Probabilistic Models NeurIPS 2019 Traffic Updates: Saying a Lot While Revealing a Little AAAI 2019 Uncertainty on Asynchronous Time Event Prediction NeurIPS 2019 Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework EMNLP 2019 Understanding Composition of Word Embeddings via Tensor Decomposition ICLR 2019