Jekyll2026-11-07T17:40:00+00:00https://proceedings.mlr.press/v343/feed.xmlProceedings of Machine Learning ResearchProceedings of the 13th International Conference on Probabilistic Graphical Models
Held in Institut Valenci\`a d'Art Modern (IVAM), Valencia, Spain on 09-11 September 2026
Published as Volume 343 by the Proceedings of Machine Learning Research on 07 November 2026.
Volume Edited by:
Gustau Camps-Valls
Manuele Leonelli
Gherardo Varando
Series Editors:
Tegan Emerson
Hoel Kervadec
Neil D. Lawrence
PMLROptimized Priority Scheduling for Faster Scalable Belief Propagation2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/bassi26a[{"given"=>"Abnash", "family"=>"Bassi"}, {"given"=>"Gilead", "family"=>"Posluns"}, {"given"=>"Mark C.", "family"=>"Jeffrey"}]Finite Dimensional Approximations of Incentive Functions for Causal Incentive Design Models2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/bejos26a[{"given"=>"Sebastián", "family"=>"Bejos"}, {"given"=>"Eduardo F.", "family"=>"Morales"}, {"given"=>"Enrique", "family"=>"Munoz de Cote"}, {"given"=>"Luis Enrique", "family"=>"Sucar"}]An AutoML-Powered Architecture for Causal Discovery2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/biza26a[{"given"=>"Konstantina", "family"=>"Biza"}, {"given"=>"Sofia", "family"=>"Triantafillou"}, {"given"=>"Ioannis", "family"=>"Tsamardinos"}]Augmenting Bayesian Networks with Categorical Principal Components2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/bojko26a[{"given"=>"Ashley", "family"=>"Bojko"}, {"given"=>"Marie", "family"=>"Melı́nová"}, {"given"=>"Jiřı́", "family"=>"Vomlel"}]Table-based Probability Trees: a New Hybrid Potential Representation for Probabilistic Inference in Graphical Models2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/bonillo26a[{"given"=>"Francisco", "family"=>"Bonillo"}, {"given"=>"Andrés", "family"=>"Cano"}, {"given"=>"Manuel", "family"=>"Gómez-Olmedo"}, {"given"=>"Serafín", "family"=>"Moral"}]Counterfactual Fairness under Hidden Confounding2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/braun26a[{"given"=>"Marc", "family"=>"Braun"}, {"given"=>"Jose M.", "family"=>"Peña"}, {"given"=>"Adel", "family"=>"Daoud"}]Fast Constraint-Based Structure Learning for Continuous-Time Bayesian Networks2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/bregoli26a[{"given"=>"Alessandro", "family"=>"Bregoli"}, {"given"=>"Marco", "family"=>"Midali"}, {"given"=>"Marco", "family"=>"Scutari"}, {"given"=>"Fabio", "family"=>"Stella"}, {"given"=>"Alessio", "family"=>"Zanga"}]Safe Inverse Marginalization in Bayesian Networks2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/butz26a[{"given"=>"Cory", "family"=>"Butz"}, {"given"=>"Alejandro", "family"=>"Santoscoy-Rivero"}, {"given"=>"Silja", "family"=>"Renooij"}, {"given"=>"Johan", "family"=>"Kwisthout"}]Selective Indicator Elimination in Arithmetic Circuits for Bipartite Noisy-OR Bayesian Networks2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/butz26b[{"given"=>"Cory", "family"=>"Butz"}, {"given"=>"Alejandro", "family"=>"Santoscoy-Rivero"}, {"given"=>"Jiřı́", "family"=>"Vomlel"}, {"given"=>"Anders", "family"=>"Madsen"}]Accounting for Data Uncertainty in Counterfactual Reasoning2026-11-07T00:00:00+00:002026-11-07T00:00:00+00:00https://proceedings.mlr.press/v343/cabanas26a[{"given"=>"Rafael", "family"=>"Cabañas"}, {"given"=>"Helge", "family"=>"Langseth"}, {"given"=>"Thomas D.", "family"=>"Nielsen"}, {"given"=>"Antonio", "family"=>"Salmerón"}]