Emanuele Marconato

24 papers A* 4A 2C 2Journal 14Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
Logit Distance Bounds Representational Similarity.
CoRR
Beatrix M. G. Nielsen, Emanuele Marconato, Luigi Gresele, Andrea Dittadi, Simon Buchholz
2025 A conf
All or None: Identifiable Linear Properties of Next-Token Predictors in Language Modeling.
AISTATS
Emanuele Marconato, Sébastien Lachapelle, Sebastian Weichwald, Luigi Gresele
2025 J jnl
If Concept Bottlenecks are the Question, are Foundation Models the Answer?
CoRR
Nicola Debole, Pietro Barbiero, Francesco Giannini, Andrea Passerini, Stefano Teso, Emanuele Marconato
2025 J jnl
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens.
CoRR
Samuele Bortolotti, Emanuele Marconato, Paolo Morettin, Andrea Passerini, Stefano Teso
2025 J jnl
Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts.
CoRR
Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Paolo Morettin, Elena Umili, Antonio Vergari, Efthymia Tsamoura, Andrea Passerini, Stefano Teso
2025 J jnl
When Does Closeness in Distribution Imply Representational Similarity? An Identifiability Perspective.
CoRR
Beatrix M. G. Nielsen, Emanuele Marconato, Andrea Dittadi, Luigi Gresele
2024 J jnl
A Benchmark Suite for Systematically Evaluating Reasoning Shortcuts.
CoRR
Samuele Bortolotti, Emanuele Marconato, Tommaso Carraro, Paolo Morettin, Emile van Krieken, Antonio Vergari, Stefano Teso, Andrea Passerini
2024 A* conf
A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts.
NeurIPS
Samuele Bortolotti, Emanuele Marconato, Tommaso Carraro, Paolo Morettin, Emile van Krieken, Antonio Vergari, Stefano Teso, Andrea Passerini
2024 J jnl
All or None: Identifiable Linear Properties of Next-token Predictors in Language Modeling.
CoRR
Emanuele Marconato, Sébastien Lachapelle, Sebastian Weichwald, Luigi Gresele
2024 A conf
BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts.
UAI
Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Antonio Vergari, Andrea Passerini, Stefano Teso
2024 J jnl
BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts.
CoRR
Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Antonio Vergari, Andrea Passerini, Stefano Teso
2024 — conf
Benchmarking in Neuro-Symbolic AI.
IJCLR
Robin Manhaeve, Francesco Giannini, Mehdi Ali, Damiano Azzolini, Alice Bizzarri, Andrea Borghesi, Samuele Bortolotti, Luc De Raedt, Devendra Singh Dhami, Michelangelo Diligenti, Sebastijan Dumancic, Boi Faltings, Elisabetta Gentili, Alfonso Gerevini, Marco Gori, Tias Guns, Martin Homola, Kristian Kersting, Jens Lehmann, Michele Lombardi, Luca Salvatore Lorello, Emanuele Marconato, Stefano Melacci, Andrea Passerini, Debjit Paul, Fabrizio Riguzzi, Stefano Teso, Neil Yorke-Smith, Marco Lippi
2023 C conf
GlanceNets: Interpretable, Leak-proof Concept-based Models.
NeSy
Emanuele Marconato, Andrea Passerini, Stefano Teso
2023 J jnl
Interpretability Is in the Mind of the Beholder: A Causal Framework for Human-Interpretable Representation Learning.
Entropy
Emanuele Marconato, Andrea Passerini, Stefano Teso
2023 J jnl
Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning.
CoRR
Emanuele Marconato, Andrea Passerini, Stefano Teso
2023 J jnl
Neuro Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal.
CoRR
Emanuele Marconato, Gianpaolo Bontempo, Elisa Ficarra, Simone Calderara, Andrea Passerini, Stefano Teso
2023 A* conf
Neuro-Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal.
ICML
Emanuele Marconato, Gianpaolo Bontempo, Elisa Ficarra, Simone Calderara, Andrea Passerini, Stefano Teso
2023 C conf
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations.
NeSy
Emanuele Marconato, Stefano Teso, Andrea Passerini
2023 J jnl
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations.
CoRR
Emanuele Marconato, Stefano Teso, Andrea Passerini
2023 A* conf
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts.
NeurIPS
Emanuele Marconato, Stefano Teso, Antonio Vergari, Andrea Passerini
2023 J jnl
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts.
CoRR
Emanuele Marconato, Stefano Teso, Antonio Vergari, Andrea Passerini
2022 — conf
Catastrophic Forgetting in Continual Concept Bottleneck Models.
ICIAP Workshops
Emanuele Marconato, Gianpaolo Bontempo, Stefano Teso, Elisa Ficarra, Simone Calderara, Andrea Passerini
2022 J jnl
GlanceNets: Interpretabile, Leak-proof Concept-based Models.
CoRR
Emanuele Marconato, Andrea Passerini, Stefano Teso
2022 A* conf
GlanceNets: Interpretable, Leak-proof Concept-based Models.
NeurIPS
Emanuele Marconato, Andrea Passerini, Stefano Teso