2 papers
cs.AI2026
Low-cost concept-based localized explanations: How far can we get with training-free approaches?
Darian Fernández-Gutiérrez, Rafael Bello, Marilyn Bello +1
Concept-based Explainable AI (C-XAI) seeks human-understandable explanations grounded in semantic concepts, yet validation is limited by the scarcity of fine-grained concept annota…
cs.AI2026
A three-Level Framework for LLM-Enhanced eXplainable AI: From technical explanations to natural language
Marilyn Bello, Rafael Bello, Maria-Matilde GarcÃa +3
The growing application of artificial intelligence in sensitive domains has intensified the demand for systems that are not only accurate but also explainable and trustworthy. Alth…