Causal Inference Using Tractable Circuits

7 February 2022

Papers citing "Causal Inference Using Tractable Circuits"

10 / 10 papers shown

Title
Combining Local Symmetry Exploitation and Reinforcement Learning for Optimised Probabilistic Inference -- A Work In Progress Sagad Hamid Tanya Braun 44 0 0 11 Mar 2025
Estimating Causal Effects from Learned Causal Networks Anna K. Raichev Alexander Ihler Jin Tian Rina Dechter CML 26 3 0 26 Aug 2024
Tractable Bounding of Counterfactual Queries by Knowledge Compilation David Huber Yizuo Chen Alessandro Antonucci Adnan Darwiche Marco Zaffalon TPM 26 4 0 05 Oct 2023
Approximating Counterfactual Bounds while Fusing Observational, Biased and Randomised Data Sources Marco Zaffalon Alessandro Antonucci Rafael Cabañas David Huber 26 5 0 31 Jul 2023
Compositional Probabilistic and Causal Inference using Tractable Circuit Models Benjie Wang M. Kwiatkowska TPM 17 7 0 17 Apr 2023
An Algorithm and Complexity Results for Causal Unit Selection Haiying Huang Adnan Darwiche CML 12 2 0 28 Feb 2023
Learning to Bound Counterfactual Inference from Observational, Biased and Randomised Data Marco Zaffalon Alessandro Antonucci David Huber Rafael Cabañas OOD CML 36 0 0 06 Dec 2022
Bounding Counterfactuals under Selection Bias Marco Zaffalon Alessandro Antonucci Rafael Cabañas David Huber Dario Azzimonti CML 27 8 0 26 Jul 2022
Tractable Boolean and Arithmetic Circuits Adnan Darwiche TPM 36 12 0 07 Feb 2022
A Taxonomy for Inference in Causal Model Families Matej Zevcević Devendra Singh Dhami Kristian Kersting 19 1 0 22 Oct 2021