3 citations · 4 across the 6 of their papers we have counts for
3 papers · 1 filter
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…
Reason to explain: Interactive contrastive explanations (REASONX)
Laura State, Salvatore Ruggieri, Franco Turini
Many high-performing machine learning models are not interpretable. As they are increasingly used in decision scenarios that can critically affect individuals, it is necessary to d…
Beyond Demographic Parity: Redefining Equal Treatment
Carlos Mougan, Laura State, Antonio Ferrara +2
Liberalism-oriented political philosophy reasons that all individuals should be treated equally independently of their protected characteristics. Related work in machine learning h…