The explanation dialogues: understanding how legal experts reason about XAI methods
State L., Bringas Colmenarejo A., Beretta A., Ruggieri S., Turini F., Law S.
Explainability AI Automated Decision-Making General Data Protection Regulation
The Explanation Dialogues project is an expert focus study that aims to uncover expectations, reasoning, and rules of legal experts and practitioners towards explainable artificial intelligence (XAI). We examine legal perceptions and disputes that arise in a fictional scenario that resembles a daily life situation - a bank's use of an automated decision-making (ADM) system to decide on credit allocation to individuals. Through this simulation, the study aims to provide insights into the legal value and validity of explanations of ADMs, identify potential gaps and issues that may arise in the context of compliance with European legislation, and provide guidance on how to address these shortcomings.
Source: EWAF'23 - European Workshop on Algorithmic Fairness, Winterthur, Switzerland, 07-09/06/2023
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@inproceedings{oai:it.cnr:prodotti:486724,
title = {The explanation dialogues: understanding how legal experts reason about XAI methods},
author = {State L. and Bringas Colmenarejo A. and Beretta A. and Ruggieri S. and Turini F. and Law S.},
booktitle = {EWAF'23 - European Workshop on Algorithmic Fairness, Winterthur, Switzerland, 07-09/06/2023},
year = {2023}
}
