Catastrophic Forgetting in Continual Concept Bottleneck Models. - Emanuele Marconato; Gianpaolo Bontempo; Stefano Teso; Elisa Ficarra; Simone Calderara; Andrea Passerini (ICIAP Workshops, 2022)

GlanceNets: Interpretable, Leak-proof Concept-based Models. - Emanuele Marconato; Andrea Passerini; Stefano Teso (NeurIPS, 2022)

GlanceNets: Interpretabile, Leak-proof Concept-based Models. - Emanuele Marconato; Andrea Passerini; Stefano Teso (CoRR, 2022)

Neuro-Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal. - Emanuele Marconato; Gianpaolo Bontempo; Elisa Ficarra; Simone Calderara; Andrea Passerini; Stefano Teso (ICML, 2023)

Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations. - Emanuele Marconato; Stefano Teso; Andrea Passerini (NeSy, 2023)

Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts. - Emanuele Marconato; Stefano Teso; Antonio Vergari; Andrea Passerini (NeurIPS, 2023)

Interpretability Is in the Mind of the Beholder: A Causal Framework for Human-Interpretable Representation Learning. - Emanuele Marconato; Andrea Passerini; Stefano Teso (Entropy, 2023)

A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts. - Samuele Bortolotti; Emanuele Marconato; Tommaso Carraro; Paolo Morettin; Emile van Krieken; Antonio Vergari; Stefano Teso; Andrea Passerini (NeurIPS, 2024)

BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts. - Emanuele Marconato; Samuele Bortolotti; Emile van Krieken; Antonio Vergari; Andrea Passerini; Stefano Teso (UAI, 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)

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 (Zenodo, 2024)

All or None: Identifiable Linear Properties of Next-Token Predictors in Language Modeling. - Emanuele Marconato; Sébastien Lachapelle; Sebastian Weichwald; Luigi Gresele (AISTATS, 2025)

Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens. - Samuele Bortolotti; Emanuele Marconato; Paolo Morettin; Andrea Passerini; Stefano Teso (CoRR, 2025)

If Concept Bottlenecks are the Question, are Foundation Models the Answer? - Nicola Debole; Pietro Barbiero; Francesco Giannini; Andrea Passerini; Stefano Teso; Emanuele Marconato (CoRR, 2025)

When Does Closeness in Distribution Imply Representational Similarity? An Identifiability Perspective. - Beatrix M. G. Nielsen; Emanuele Marconato; Andrea Dittadi; Luigi Gresele (CoRR, 2025)