Emanuele Marconato

According to our database, Emanuele Marconato authored at least 10 papers between 2022 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

All or None: Identifiable Linear Properties of Next-token Predictors in Language Modeling.

Emanuele Marconato, Sébastien Lachapelle, Sebastian Weichwald, Luigi Gresele

CoRR, 2024

A Benchmark Suite for Systematically Evaluating Reasoning Shortcuts.

Samuele Bortolotti, Emanuele Marconato, Tommaso Carraro, Paolo Morettin, Emile van Krieken, Antonio Vergari, Stefano Teso, Andrea Passerini

CoRR, 2024

BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts.

Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Antonio Vergari, Andrea Passerini, Stefano Teso

CoRR, 2024

2023

Interpretability Is in the Mind of the Beholder: A Causal Framework for Human-Interpretable Representation Learning.

Emanuele Marconato, Andrea Passerini, Stefano Teso

Entropy, December, 2023

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

Emanuele Marconato, Stefano Teso, Antonio Vergari, Andrea Passerini

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations.

Emanuele Marconato, Stefano Teso, Andrea Passerini

Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, 2023

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

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

Proceedings of the International Conference on Machine Learning, 2023

2022

GlanceNets: Interpretabile, Leak-proof Concept-based Models.

Emanuele Marconato, Andrea Passerini, Stefano Teso

CoRR, 2022

GlanceNets: Interpretable, Leak-proof Concept-based Models.

Emanuele Marconato, Andrea Passerini, Stefano Teso

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Catastrophic Forgetting in Continual Concept Bottleneck Models.

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

Proceedings of the Image Analysis and Processing. ICIAP 2022 Workshops, 2022