3 papers
cs.CY2026
ReasonX: Declarative Reasoning on Explanations
Laura State, Salvatore Ruggieri, Franco Turini
Explaining opaque Machine Learning (ML) models has become an increasingly important challenge. However, current eXplanation in AI (XAI) methods suffer several shortcomings, includi…
cs.CY2025
The explanation dialogues: an expert focus study to understand requirements towards explanations within the GDPR
Laura State, Alejandra Bringas Colmenarejo, Andrea Beretta +3
Explainable AI (XAI) provides methods to understand non-interpretable machine learning models. However, we have little knowledge about what legal experts expect from these explanat…
cs.AI2023
Declarative Reasoning on Explanations Using Constraint Logic Programming
Laura State, Salvatore Ruggieri, Franco Turini
Explaining opaque Machine Learning (ML) models is an increasingly relevant problem. Current explanation in AI (XAI) methods suffer several shortcomings, among others an insufficien…