Azzolin, Steve

6 publications

TMLR 2026 Enhancing Concept Localization in CLIP-Based Concept Bottleneck Models Rémi Kazmierczak, Steve Azzolin, Goran Frehse, Eloïse Berthier, Gianni Franchi

ICML 2025 Beyond Topological Self-Explainable GNNs: A Formal Explainability Perspective Steve Azzolin, Sagar Malhotra, Andrea Passerini, Stefano Teso

ICLR 2025 Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs Steve Azzolin, Antonio Longa, Stefano Teso, Andrea Passerini

ICMLW 2024 Sheaf Diffusion Goes Nonlinear: Enhancing GNNs with Adaptive Sheaf Laplacians Olga Zaghen, Antonio Longa, Steve Azzolin, Lev Telyatnikov, Andrea Passerini, Pietro Lio

LoG 2023 A Simple Latent Variable Model for Graph Learning and Inference Manfred Jaeger, Antonio Longa, Steve Azzolin, Oliver Schulte, Andrea Passerini

ICLR 2023 Global Explainability of GNNs via Logic Combination of Learned Concepts Steve Azzolin, Antonio Longa, Pietro Barbiero, Pietro Lio, Andrea Passerini