Bayesian & Probabilistic

Bayesian Posterior Approximation via Greedy Particle Optimization AAAI 2019 BeamSeg: A Joint Model for Multi-Document Segmentation and Topic Identification CoNLL 2019 Belief Propagation: Accurate Marginals or Accurate Partition Function – Where is the Difference? UAI 2019 Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions AAAI 2019 Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling AAAI 2019 Block Neural Autoregressive Flow UAI 2019 BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation CVPR 2019 Calculating Optimistic Likelihoods Using (Geodesically) Convex Optimization NeurIPS 2019 Calibrating Deep Convolutional Gaussian Processes AISTATS 2019 Canonical Soft Time Warping ACML 2019 Causal Discovery with General Non-Linear Relationships using Non-Linear ICA UAI 2019 Change Surfaces for Expressive Multidimensional Changepoints and Counterfactual Prediction JMLR 2019 Characterizing Bias in Classifiers using Generative Models NeurIPS 2019 Co-Generation with GANs using AIS based HMC NeurIPS 2019 Collective Online Learning of Gaussian Processes in Massive Multi-Agent Systems AAAI 2019 Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019 CompareLDA: A Topic Model for Document Comparison AAAI 2019 Comparing EM with GD in Mixture Models of Two Components UAI 2019 Compiling Bayesian Network Classifiers into Decision Graphs AAAI 2019 Complexity of Fundamental Problems in Probabilistic Abstract Argumentation: Beyond Independence (Extended Abstract) IJCAI 2019 Compound Probabilistic Context-Free Grammars for Grammar Induction ACL 2019 Conformal Prediction Under Covariate Shift NeurIPS 2019 Convergence Guarantees for Adaptive Bayesian Quadrature Methods NeurIPS 2019 Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019 Coordinated hippocampal-entorhinal replay as structural inference NeurIPS 2019