Graphical Models

Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies ICML 2016 Stability and Generalization in Structured Prediction JMLR 2016 Stable Graphical Models JMLR 2016 Statistical Inference for Pairwise Graphical Models Using Score Matching NeurIPS 2016 Structure Learning of Partitioned Markov Networks ICML 2016 Synthesis of MCMC and Belief Propagation NeurIPS 2016 Testing for Differences in Gaussian Graphical Models: Applications to Brain Connectivity NeurIPS 2016 The Chordal Graph Polytope for Learning Decomposable Models PGM 2016 The Effect of Combination Functions on the Complexity of Relational Bayesian Networks PGM 2016 The Multiple Quantile Graphical Model NeurIPS 2016 Tractable Operations for Arithmetic Circuits of Probabilistic Models NeurIPS 2016 UAV Sensor Fusion With Latent-Dynamic Conditional Random Fields in Coronal Plane Estimation CVPR 2016 Uprooting and Rerooting Graphical Models ICML 2016 Variable Elimination in the Fourier Domain ICML 2016 Active Pictorial Structures CVPR 2015 A Graphical Model Approach for Matching Partial Signatures CVPR 2015 A MRF Shape Prior for Facade Parsing With Occlusions CVPR 2015 BACKSHIFT: Learning causal cyclic graphs from unknown shift interventions NeurIPS 2015 Barrier Frank-Wolfe for Marginal Inference NeurIPS 2015 Classifier Based Graph Construction for Video Segmentation CVPR 2015 Community Detection via Measure Space Embedding NeurIPS 2015 Consistent estimation of dynamic and multi-layer block models ICML 2015 Counting and Exploring Sizes of Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2015 Curriculum Learning of Bayesian Network Structures ACML 2015 Discrete Hyper-Graph Matching CVPR 2015