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Explaining the Explainers in Graph Neural Networks: a Comparative Study
by
Longa, Antonio
,
Azzolin, Steve
,
Santin, Gabriele
,
Cencetti, Giulia
,
Lio, Pietro
,
Lepri, Bruno
,
Passerini, Andrea
Published in
ACM computing surveys
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Perks and Pitfalls of Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs
by
Azzolin, Steve
,
Longa, Antonio
,
Teso, Stefano
,
Passerini, Andrea
Published in
arXiv.org
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Global Explainability of GNNs via Logic Combination of Learned Concepts
by
Azzolin, Steve
,
Longa, Antonio
,
Barbiero, Pietro
,
Liò, Pietro
,
Passerini, Andrea
Published in
arXiv.org
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Explaining the Explainers in Graph Neural Networks: a Comparative Study
by
Longa, Antonio
,
Azzolin, Steve
,
Santin, Gabriele
,
Cencetti, Giulia
,
Liò, Pietro
,
Lepri, Bruno
,
Passerini, Andrea
Published in
arXiv.org
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Benchmarking XAI Explanations with Human-Aligned Evaluations
by
Kazmierczak, Rémi
,
Azzolin, Steve
,
Berthier, Eloïse
,
Hedström, Anna
,
Delhomme, Patricia
,
Bousquet, Nicolas
,
Frehse, Goran
,
Mancini, Massimiliano
,
Caramiaux, Baptiste
,
Passerini, Andrea
,
Franchi, Gianni
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arXiv.org
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