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
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
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