Marconato, Emanuele

9 publications

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

NeurIPS 2025 Shortcuts and Identifiability in Concept-Based Models from a Neuro-Symbolic Lens Samuele Bortolotti, Emanuele Marconato, Paolo Morettin, Andrea Passerini, Stefano Teso

NeurIPS 2025 When Does Closeness in Distribution Imply Representational Similarity? an Identifiability Perspective Beatrix Miranda Ginn Nielsen, Emanuele Marconato, Andrea Dittadi, Luigi Gresele

NeurIPS 2024 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

UAI 2024 BEARS Make Neuro-Symbolic Models Aware of Their Reasoning Shortcuts Emanuele Marconato, Samuele Bortolotti, Emile Krieken, Antonio Vergari, Andrea Passerini, Stefano Teso

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

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

NeurIPS 2022 GlanceNets: Interpretable, Leak-Proof Concept-Based Models Emanuele Marconato, Andrea Passerini, Stefano Teso

NeurIPSW 2022 GlanceNets: Interpretable, Leak-Proof Concept-Based Models Emanuele Marconato, Andrea Passerini, Stefano Teso