Marconato, Emanuele
Marconato, Emanuele
Ingegneria e scienza dell'Informaz (29/10/12-)
A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts
2024-01-01 Bortolotti, Samuele; Marconato, Emanuele; Carraro, Tommaso; Morettin, Paolo; van Krieken, Emile; Vergari, Antonio; Teso, Stefano; Passerini, Andrea
All or None: Identifiable Linear Properties of Next-Token Predictors in Language Modeling
2025-01-01 Marconato, Emanuele; Sebastien, Lachapelle; Weichwald, Sebastian; Gresele, Luigi
BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts
2024-01-01 Marconato, Emanuele; Bortolotti, Samuele; van Krieken, Emile; Vergari, Antonio; Passerini, Andrea; Teso, Stefano
Benchmarking in Neuro-Symbolic AI
2025-01-01 Manhaeve, Robin; Giannini, Francesco; Ali, Mehdi; Azzolini, Damiano; Bizzarri, Alice; Borghesi, Andrea; Bortolotti, Samuele; De Raedt, Luc; Dhami, Devendra; Diligenti, Michelangelo; Dumančić, Sebastijan; Faltings, Boi; Gentili, Elisabetta; Gerevini, Alfonso; Gori, Marco; Guns, Tias; Homola, Martin; Kersting, Kristian; Lehmann, Jens; Lombardi, Michele; Lorello, Luca; Marconato, Emanuele; Melacci, Stefano; Passerini, Andrea; Paul, Debjit; Riguzzi, Fabrizio; Teso, Stefano; Yorke-Smith, Neil; Lippi, Marco
Catastrophic Forgetting in Continual Concept Bottleneck Models
2022-01-01 Marconato, E; Bontempo, G; Teso, S; Ficarra, E; Calderara, S; Passerini, A
GlanceNets: Interpretabile, Leak-proof Concept-based Models
2022-01-01 Marconato, Emanuele; Passerini, Andrea; Teso, Stefano
Interpretability Is in the Mind of the Beholder: A Causal Framework for Human-Interpretable Representation Learning
2023-01-01 Marconato, Emanuele; Passerini, Andrea; Teso, Stefano
Neuro-Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal
2023-01-01 Marconato, Emanuele; Bontempo, Gianluca; Ficarra, Elisa; Calderara, Simone; Passerini, Andrea; Teso, Stefano
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations
2023-01-01 Marconato, Emanuele; Teso, Stefano; Passerini, Andrea
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts
2023-01-01 Marconato, Emanuele; Teso, Stefano; Vergari, Antonio; Passerini, Andrea
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens
2025-01-01 Bortolotti, Samuele; Marconato, Emanuele; Morettin, Paolo; Passerini, Andrea; Teso, Stefano