2 papers
cs.CV2025
Enhancing Concept Localization in CLIP-based Concept Bottleneck Models
Rémi Kazmierczak, Steve Azzolin, Eloïse Berthier +2
This paper addresses explainable AI (XAI) through the lens of Concept Bottleneck Models (CBMs) that do not require explicit concept annotations, relying instead on concepts extract…
cs.LG2023
Data-driven Reachability using Christoffel Functions and Conformal Prediction
Abdelmouaiz Tebjou, Goran Frehse, Faïcel Chamroukhi
An important mathematical tool in the analysis of dynamical systems is the approximation of the reach set, i.e., the set of states reachable after a given time from a given initial…