Backtracking Counterfactuals

Backtracking Counterfactuals

1 November 2022

Julius von Kügelgen

Abdirisak Mohamed

Papers citing "Backtracking Counterfactuals"

12 / 12 papers shown

Title
Root Cause Analysis of Outliers with Missing Structural Knowledge Nastaran Okati Sergio Hernan Garrido Mejia William Orchard Patrick Blöbaum Dominik Janzing 25 2 0 07 Jun 2024
Benchmarking Counterfactual Image Generation Thomas Melistas Nikos Spyrou Nefeli Gkouti Pedro Sanchez Athanasios Vlontzos Yannis Panagakis G. Papanastasiou Sotirios A. Tsaftaris EGVM CML 46 7 0 29 Mar 2024
Natural Counterfactuals With Necessary Backtracking Guang-Yuan Hao Jiji Zhang Erdun Gao Hao Wang Anton van den Hengel 31 0 0 02 Feb 2024
Targeted Reduction of Causal Models Armin Kekić Bernhard Schölkopf M. Besserve CML 52 9 0 30 Nov 2023
Deep Backtracking Counterfactuals for Causally Compliant Explanations Klaus-Rudolf Kladny Julius von Kügelgen Bernhard Schölkopf Michael Muehlebach BDL 29 4 0 11 Oct 2023
Beyond Single-Feature Importance with ICECREAM M.-J. Oesterle Patrick Blobaum Atalanti A. Mastakouri Elke Kirschbaum CML 35 1 0 19 Jul 2023
Causal normalizing flows: from theory to practice Adrián Javaloy Pablo Sánchez-Martín Isabel Valera TPM CML AI4CE 28 20 0 08 Jun 2023
Counterfactual Formulation of Patient-Specific Root Causes of Disease Eric V. Strobl CML OOD 25 7 0 27 May 2023
A Measure-Theoretic Axiomatisation of Causality Junhyung Park Simon Buchholz Bernhard Schölkopf Krikamol Muandet 38 5 0 19 May 2023
Learning Counterfactually Invariant Predictors Francesco Quinzan Cecilia Casolo Krikamol Muandet Yucen Luo Niki Kilbertus 36 8 0 20 Jul 2022
Identifying Patient-Specific Root Causes with the Heteroscedastic Noise Model Eric V. Strobl Thomas A. Lasko CML 53 33 0 25 May 2022
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 80 82 0 13 Oct 2020