conftrace_

marginal inference

25 papers

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Co-occurring keywords

graphical model (864) map inference (130) belief propagation (177) probabilistic inference (312) variational inference (2069) markov random field (303) approximate inference (253) probabilistic graphical model (226) probabilistic modeling (852) bethe free energy (8)

Papers

On the Relationship Between Monotone and Squared Probabilistic Circuits AAAI 2025
A Fast and Sound Tagging Method for Discontinuous Named-Entity Recognition EMNLP 2024
Abductive Reasoning in Logical Credal Networks NIPS 2024
Theory-guided Message Passing Neural Network for Probabilistic Inference AISTATS 2024
Approximate inference of marginals using the IBIA framework NIPS 2023
Query Training: Learning a Worse Model to Infer Better Marginals in Undirected Graphical Models with Hidden Variables AAAI 2021
Relaxed Marginal Consistency for Differentially Private Query Answering NIPS 2021
On the Convergence of Gaussian Belief Propagation with Nodes of Arbitrary Size JMLR 2019
Look Ma, No Latent Variables: Accurate Cutset Networks via Compilation ICML 2019
Marginal Inference in Continuous Markov Random Fields Using Mixtures AAAI 2019
Deep Convolutional Sum-Product Networks AAAI 2019
Efficient Localized Inference for Large Graphical Models IJCAI 2018
The Effect of Combination Functions on the Complexity of Relational Bayesian Networks PGM 2016
Uprooting and Rerooting Graphical Models ICML 2016
Sampling from Probabilistic Submodular Models NIPS 2015
Message Passing for Collective Graphical Models ICML 2015
Barrier Frank-Wolfe for Marginal Inference NIPS 2015
Transformation of Markov Random Fields for Marginal Distribution Estimation CVPR 2015
Efficient Inference for Complex Queries on Complex Distributions AISTATS 2014
Bethe Bounds and Approximating the Global Optimum AISTATS 2013
Discrete MRF Inference of Marginal Densities for Non-uniformly Discretized Variable Space CVPR 2013
Dynamic Pruning of Factor Graphs for Maximum Marginal Prediction NIPS 2012
Exploiting Within-Clique Factorizations in Junction-Tree Algorithms AISTATS 2010
Implicit Differentiation by Perturbation NIPS 2010
Efficient Exact Inference in Planar Ising Models NIPS 2008