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Graphical Models

985 papers

Papers per year

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Papers

Structure learning algorithms for multidimensional continuous-time Bayesian network classifiers PGM 2022
Graphical Representations for Algebraic Constraints of Linear Structural Equations Models PGM 2022
Learning latent causal graphs via mixture oracles NIPS 2021
Partition and Code: learning how to compress graphs NIPS 2021
Structure learning in polynomial time: Greedy algorithms, Bregman information, and exponential families NIPS 2021
Graphical Models in Heavy-Tailed Markets NIPS 2021
Efficient and Local Parallel Random Walks NIPS 2021
On the Power of Edge Independent Graph Models NIPS 2021
Non-approximate Inference for Collective Graphical Models on Path Graphs via Discrete Difference of Convex Algorithm NIPS 2021
Estimating the Number of Induced Subgraphs from Incomplete Data and Neighborhood Queries AAAI 2021
Hybrid-order Stochastic Block Model AAAI 2021
Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field AAAI 2021
Ordinal Historical Dependence in Graphical Event Models with Tree Representations AAAI 2021
Sample-Efficient L0-L2 Constrained Structure Learning of Sparse Ising Models AAAI 2021
Diffusion Network Inference from Partial Observations AAAI 2021
Query Training: Learning a Worse Model to Infer Better Marginals in Undirected Graphical Models with Hidden Variables AAAI 2021
Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks AAAI 2021
Probabilistic, Structure-Aware Algorithms for Improved Variety, Accuracy, and Coverage of AMR Alignments ACL 2021
Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor Detection ACL 2021
Exploiting Equality Constraints in Causal Inference AISTATS 2021
Combinatorial Gaussian Process Bandits with Probabilistically Triggered Arms AISTATS 2021
Deep Graph Matching Under Quadratic Constraint CVPR 2021
Combinatorial Learning of Graph Edit Distance via Dynamic Embedding CVPR 2021
HCRF-Flow: Scene Flow From Point Clouds With Continuous High-Order CRFs and Position-Aware Flow Embedding CVPR 2021
Dependency Parsing Evaluation for Low-resource Spontaneous Speech EACL 2021