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Pietro Barbiero

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

18

Venues

9

Active years

2019–2025

Best venue rank

A*

Where they publish

Papers

18 indexed papers, newest first.

YearVenueTitleAuthors
2025ICLRCounterfactual Concept Bottleneck Models.Gabriele Dominici, Pietro Barbiero, Francesco Giannini, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich
2025ICLRCausal Concept Graph Models: Beyond Causal Opacity in Deep Learning.Gabriele Dominici, Pietro Barbiero, Mateo Espinosa Zarlenga, Alberto Termine, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich
2025ICMLAvoiding Leakage Poisoning: Concept Interventions Under Distribution Shifts.Mateo Espinosa Zarlenga, Gabriele Dominici, Pietro Barbiero, Zohreh Shams, Mateja Jamnik
2025KRCategorical Explaining Functors: Ensuring Coherence in Logical Explanations.Stefano Fioravanti, Francesco Giannini, Pietro Barbiero, Paolo Frazzetto, Roberto Confalonieri, Fabio Zanasi, Nicol Navarin
2024KDDWorkshop on Human-Interpretable AI.Gabriele Ciravegna, Mateo Espinosa Zarlenga, Pietro Barbiero, Francesco Giannini, Zohreh Shams, Damien Garreau, Mateja Jamnik, Tania Cerquitelli
2023AAAIGlobal Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis.Han Xuanyuan, Pietro Barbiero, Dobrik Georgiev, Lucie Charlotte Magister, Pietro Li
2023AAAITowards Robust Metrics for Concept Representation Evaluation.Mateo Espinosa Zarlenga, Pietro Barbiero, Zohreh Shams, Dmitry Kazhdan, Umang Bhatt, Adrian Weller, Mateja Jamnik
2023ICLRGlobal Explainability of GNNs via Logic Combination of Learned Concepts.Steve Azzolin, Antonio Longa, Pietro Barbiero, Pietro Li, Andrea Passerini
2023ICMLInterpretable Neural-Symbolic Concept Reasoning.Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Mateo Espinosa Zarlenga, Lucie Charlotte Magister, Alberto Tonda, Pietro Lio, Frdric Precioso, Mateja Jamnik, Giuseppe Marra
2023NeSyInterpretable Neural-Symbolic Concept Reasoning.Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Mateo Espinosa Zarlenga, Lucie Charlotte Magister, Alberto Tonda, Pietro Li, Frdric Precioso, Mateja Jamnik, Giuseppe Marra
2023NeSyLogic Explained Networks.Gabriele Ciravegna, Pietro Barbiero, Francesco Giannini, Marco Gori, Pietro Li, Marco Maggini, Stefano Melacci
2022AAAIEntropy-Based Logic Explanations of Neural Networks.Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Pietro Li, Marco Gori, Stefano Melacci
2022AAAIAlgorithmic Concept-Based Explainable Reasoning.Dobrik Georgiev, Pietro Barbiero, Dmitry Kazhdan, Petar Velickovic, Pietro Li
2022EMNLPExtending Logic Explained Networks to Text Classification.Rishabh Jain, Gabriele Ciravegna, Pietro Barbiero, Francesco Giannini, Davide Buffelli, Pietro Li
2021IJCNNTopological Gradient-based Competitive Learning.Pietro Barbiero, Gabriele Ciravegna, Vincenzo Randazzo, Eros Pasero, Giansalvo Cirrincione
2020IJCNNTowards Uncovering Feature Extraction From Temporal Signals in Deep CNN: the ECG Case Study.Jacopo Ferretti, Pietro Barbiero, Vincenzo Randazzo, Giansalvo Cirrincione, Eros Pasero
2019GECCOBeyond coreset discovery: evolutionary archetypes.Pietro Barbiero, Giovanni Squillero, Alberto Paolo Tonda
2019GECCOEvolutionary discovery of coresets for classification.Pietro Barbiero, Giovanni Squillero, Alberto Paolo Tonda