Causal Inference Through the Structural Causal Marginal Problem

Causal Inference Through the Structural Causal Marginal Problem

2 February 2022

Julius von Kügelgen

Jonas M. Kubler

Elke Kirschbaum

Bernhard Schölkopf

Dominik Janzing

Papers citing "Causal Inference Through the Structural Causal Marginal Problem"

15 / 15 papers shown

Title
Counterfactual Causal Inference in Natural Language with Large Language Models Gael Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 32 0 0 08 Oct 2024
Estimating Joint interventional distributions from marginal interventional data Sergio Hernan Garrido Mejia Elke Kirschbaum Armin Kekić Atalanti Mastakouri CML 21 1 0 03 Sep 2024
Multi-View Causal Representation Learning with Partial Observability Dingling Yao Danru Xu Sébastien Lachapelle Sara Magliacane Perouz Taslakian Georg Martius Julius von Kügelgen Francesco Locatello CML 37 30 0 07 Nov 2023
Tightening Bounds on Probabilities of Causation By Merging Datasets Numair Sani Atalanti A. Mastakouri 19 1 0 12 Oct 2023
Self-Compatibility: Evaluating Causal Discovery without Ground Truth P. M. Faller L. C. Vankadara Atalanti A. Mastakouri Francesco Locatello Dominik Janzing Karlsruhe Institute of Technology CML 14 14 0 18 Jul 2023
Results on Counterfactual Invariance Jake Fawkes R. Evans 13 4 0 17 Jul 2023
Variational Counterfactual Prediction under Runtime Domain Corruption Hechuan Wen Tong Chen L. K. Chai S. Sadiq Junbin Gao Hongzhi Yin OOD 15 2 0 23 Jun 2023
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 13 11 0 02 Jun 2023
Reinterpreting causal discovery as the task of predicting unobserved joint statistics Dominik Janzing P. M. Faller L. C. Vankadara CML 6 3 0 11 May 2023
Out-of-Variable Generalization for Discriminative Models Siyuan Guo J. Wildberger Bernhard Schölkopf OOD CML 22 2 0 16 Apr 2023
Bounding probabilities of causation through the causal marginal problem Numair Sani Atalanti A. Mastakouri Dominik Janzing CML 13 3 0 04 Apr 2023
Counterfactual Identifiability of Bijective Causal Models Arash Nasr-Esfahany MohammadIman Alizadeh Devavrat Shah CML BDL 27 26 0 04 Feb 2023
A Survey of Methods, Challenges and Perspectives in Causality Gael Gendron Michael Witbrock Gillian Dobbie OOD AI4CE CML 19 12 0 01 Feb 2023
Phenomenological Causality Dominik Janzing Sergio Hernan Garrido Mejia CML LRM 23 3 0 15 Nov 2022
Obtaining Causal Information by Merging Datasets with MAXENT Sergio Hernan Garrido Mejia Elke Kirschbaum Dominik Janzing CML 18 9 0 15 Jul 2021