Contributo in atti di convegno, 2023, ENG

The explanation dialogues: understanding how legal experts reason about XAI methods

State L., Bringas Colmenarejo A., Beretta A., Ruggieri S., Turini F., Law S.

Department of Computer Science, University of Pisa e Scuola Normale Superiore, Pisa, Italy; School of Law, University of Southampton, Southampton, UK; CNR-ISTI, Pisa, Italy; Department of Computer Science, University of Pisa, Pisa, Italy; Department of Computer Science, University of Pisa, Pisa, Italy; School of Law, University of Southampton, Southampton, UK

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.

EWAF'23 - European Workshop on Algorithmic Fairness, Winterthur, Switzerland, 07-09/06/2023

Keywords

Explainability, AI, Automated Decision-Making, General Data Protection Regulation

CNR authors

Beretta Andrea

CNR institutes

ISTI – Istituto di scienza e tecnologie dell'informazione "Alessandro Faedo"

ID: 486724

Year: 2023

Type: Contributo in atti di convegno

Creation: 2023-09-25 14:28:49.000

Last update: 2023-09-26 09:46:30.000

CNR authors

External links

OAI-PMH: Dublin Core

OAI-PMH: Mods

OAI-PMH: RDF

URL: https://ceur-ws.org/Vol-3442/paper-49.pdf

External IDs

CNR OAI-PMH: oai:it.cnr:prodotti:486724

Scopus: 2-s2.0-85168310809