Alterfactual Explanations -- The Relevance of Irrelevance for Explaining
AI Systems

Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems

19 July 2022

Christina Karle

Katharina Weitz

Ruben Schlagowski

Elisabeth André

Papers citing "Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems"

10 / 10 papers shown

Title
Twin Systems for DeepCBR: A Menagerie of Deep Learning and Case-Based Reasoning Pairings for Explanation and Data Augmentation Markt. Keane Eoin M. Kenny M. Temraz Derek Greene Barry Smyth 45 5 0 29 Apr 2021
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques Mark T. Keane Eoin M. Kenny Eoin Delaney Barry Smyth CML 58 146 0 26 Feb 2021
GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial Learning Silvan Mertes Tobias Huber Katharina Weitz Alexander Heimerl Elisabeth André GAN AAML MedIm 51 72 0 22 Dec 2020
On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning Eoin M. Kenny Mark T. Keane 54 101 0 10 Sep 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 113 6,251 0 22 Oct 2019
Metrics for Explainable AI: Challenges and Prospects R. Hoffman Shane T. Mueller Gary Klein Jordan Litman XAI 72 725 0 11 Dec 2018
Contrastive Explanation: A Structural-Model Approach Tim Miller CML 55 167 0 07 Nov 2018
Actionable Recourse in Linear Classification Berk Ustun Alexander Spangher Yang Liu FaML 105 548 0 18 Sep 2018
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 98 2,348 0 01 Nov 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 236 4,249 0 22 Jun 2017