Graphical Models

Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field AAAI 2021 Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor Detection ACL 2021 Adversarially-learned Inference via an Ensemble of Discrete Undirected Graphical Models NeurIPS 2020 aGrUM/pyAgrum : a toolbox to build models and algorithms for Probabilistic Graphical Models in Python PGM 2020 A Multi-Scale Approach for Graph Link Prediction AAAI 2020 Analysis of Parliamentary Debate Transcripts Using Community-Based Graphical Approaches (Student Abstract) AAAI 2020 An Attention-Based Graph Neural Network for Heterogeneous Structural Learning AAAI 2020 An Efficient Low-Rank Tensors Representation for Algorithms in Complex Probabilistic Graphical Models PGM 2020 A New Perspective on Learning Context-Specific Independence PGM 2020 An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference Networks EMNLP 2020 A Novel Approach for Constrained Optimization in Graphical Models NeurIPS 2020 A Score-and-Search Approach to Learning Bayesian Networks with Noisy-OR Relations PGM 2020 A Unified Framework for Structured Graph Learning via Spectral Constraints JMLR 2020 Barking up the right tree: an approach to search over molecule synthesis DAGs NeurIPS 2020 Bayesian Model Selection with Graph Structured Sparsity JMLR 2020 BayesSuites: An Open Web Framework for Visualization of Massive Bayesian Networks PGM 2020 Beyond Trees: Classification with Sparse Pairwise Dependencies JMLR 2020 Causal screening in dynamical systems UAI 2020 Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects UAI 2020 Community-Based Group Graphical Lasso JMLR 2020 Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures PGM 2020 Constraing-Based Learning for Continous-Time Bayesian Networks PGM 2020 Constructing a Chain Event Graph from a Staged Tree PGM 2020 Contextual Explanation Networks JMLR 2020 Correlated Equilibria for Approximate Variational Inference in MRFs PGM 2020