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Stefano Teso

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Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning

Sep 14, 2023
Emanuele Marconato, Andrea Passerini, Stefano Teso

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How Faithful are Self-Explainable GNNs?

Aug 29, 2023
Marc Christiansen, Lea Villadsen, Zhiqiang Zhong, Stefano Teso, Davide Mottin

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Learning to Guide Human Experts via Personalized Large Language Models

Aug 11, 2023
Debodeep Banerjee, Stefano Teso, Andrea Passerini

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Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts

May 31, 2023
Emanuele Marconato, Stefano Teso, Antonio Vergari, Andrea Passerini

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Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations

Mar 22, 2023
Emanuele Marconato, Stefano Teso, Andrea Passerini

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Neuro Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal

Feb 02, 2023
Emanuele Marconato, Gianpaolo Bontempo, Elisa Ficarra, Simone Calderara, Andrea Passerini, Stefano Teso

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Leveraging Explanations in Interactive Machine Learning: An Overview

Jul 29, 2022
Stefano Teso, Öznur Alkan, Wolfang Stammer, Elizabeth Daly

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Semantic Probabilistic Layers for Neuro-Symbolic Learning

Jun 01, 2022
Kareem Ahmed, Stefano Teso, Kai-Wei Chang, Guy Van den Broeck, Antonio Vergari

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Concept-level Debugging of Part-Prototype Networks

May 31, 2022
Andrea Bontempelli, Stefano Teso, Fausto Giunchiglia, Andrea Passerini

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GlanceNets: Interpretabile, Leak-proof Concept-based Models

May 31, 2022
Emanuele Marconato, Andrea Passerini, Stefano Teso

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