Probabilistic Modeling

DPPy: DPP Sampling with Python JMLR 2019 Early-Stopping of Scattering Pattern Observation with Bayesian Modeling AAAI 2019 Efficient Inference in Multi-task Cox Process Models AISTATS 2019 Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model NeurIPS 2019 Efficient Search-Based Weighted Model Integration UAI 2019 End-to-end Training of Deep Probabilistic CCA on Paired Biomedical Observations UAI 2019 Enhancing Unsupervised Generative Dependency Parser with Contextual Information ACL 2019 Estimation of Non-Normalized Mixture Models AISTATS 2019 Evaluating Topic Quality with Posterior Variability EMNLP 2019 Exact and Approximate Weighted Model Integration with Probability Density Functions Using Knowledge Compilation AAAI 2019 Exact Sampling of Directed Acyclic Graphs from Modular Distributions UAI 2019 Exemplar Based Mixture Models with Censored Data ACML 2019 Expressive power of tensor-network factorizations for probabilistic modeling NeurIPS 2019 Fast Convergence of Belief Propagation to Global Optima: Beyond Correlation Decay NeurIPS 2019 Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes NeurIPS 2019 Fast Relational Probabilistic Inference and Learning: Approximate Counting via Hypergraphs AAAI 2019 FilterReg: Robust and Efficient Probabilistic Point-Set Registration Using Gaussian Filter and Twist Parameterization CVPR 2019 Flexible Modeling of Diversity with Strongly Log-Concave Distributions NeurIPS 2019 Generalized Score Matching for Non-Negative Data JMLR 2019 Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019 Geometric Hawkes Processes with Graph Convolutional Recurrent Neural Networks AAAI 2019 Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression COLT 2019 Hierarchical Discrete Distribution Decomposition for Match Density Estimation CVPR 2019 High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes NeurIPS 2019 How to Exploit Structure while Solving Weighted Model Integration Problems UAI 2019