Jointly Learning Consistent Causal Abstractions Over Multiple
Interventional Distributions

Jointly Learning Consistent Causal Abstractions Over Multiple Interventional Distributions

14 January 2023

Fabio Massimo Zennaro

Máté Drávucz

Theodoros Damoulas

Papers citing "Jointly Learning Consistent Causal Abstractions Over Multiple Interventional Distributions"

12 / 12 papers shown

Title
Combining Causal Models for More Accurate Abstractions of Neural Networks Theodora-Mara Pîslar Sara Magliacane Atticus Geiger AI4CE 52 0 0 14 Mar 2025
Aligning Graphical and Functional Causal Abstractions Wilem Schooltink Fabio Massimo Zennaro 73 1 0 22 Dec 2024
Learning Causal Abstractions of Linear Structural Causal Models Riccardo Massidda Sara Magliacane Davide Bacciu CML 52 2 0 01 Jun 2024
Products, Abstractions and Inclusions of Causal Spaces Simon Buchholz Junhyung Park Bernhard Schölkopf 32 0 0 01 Jun 2024
Causally Abstracted Multi-armed Bandits Fabio Massimo Zennaro Nicholas Bishop Joel Dyer Yorgos Felekis Anisoara Calinescu Michael Wooldridge Theodoros Damoulas 38 2 0 26 Apr 2024
Interventionally Consistent Surrogates for Agent-based Simulators Joel Dyer Nicholas Bishop Yorgos Felekis Fabio Massimo Zennaro Anisoara Calinescu Theodoros Damoulas Michael Wooldridge 19 6 0 18 Dec 2023
Causal Optimal Transport of Abstractions Yorgos Felekis Fabio Massimo Zennaro Nicola Branchini Theodoros Damoulas CML OT 53 5 0 13 Dec 2023
Targeted Reduction of Causal Models Armin Kekić Bernhard Schölkopf M. Besserve CML 55 9 0 30 Nov 2023
Do Not Marginalize Mechanisms, Rather Consolidate! Moritz Willig Matej Zečević Devendra Singh Dhami Kristian Kersting 25 1 0 12 Oct 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions Julius von Kügelgen M. Besserve Wendong Liang Luigi Gresele Armin Kekić Elias Bareinboim David M. Blei Bernhard Schölkopf CML 18 56 0 01 Jun 2023
Quantifying Consistency and Information Loss for Causal Abstraction Learning Fabio Massimo Zennaro P. Turrini Theodoros Damoulas CML 27 3 0 07 May 2023
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016