Zarlenga, Mateo Espinosa

14 publications

ICLR 2025 Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning Gabriele Dominici, Pietro Barbiero, Mateo Espinosa Zarlenga, Alberto Termine, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich

ICLRW 2025 Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning Gabriele Dominici, Pietro Barbiero, Mateo Espinosa Zarlenga, Alberto Termine, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich

NeurIPS 2025 Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts Andrea Pugnana, Riccardo Massidda, Francesco Giannini, Pietro Barbiero, Mateo Espinosa Zarlenga, Roberto Pellungrini, Gabriele Dominici, Fosca Giannotti, Davide Bacciu

TMLR 2025 Do Concept Bottleneck Models Respect Localities? Naveen Janaki Raman, Mateo Espinosa Zarlenga, Juyeon Heo, Mateja Jamnik

ICLRW 2025 Preference Optimization for Concept Bottleneck Models Emiliano Penaloza, Tianyue H. Zhang, Laurent Charlin, Mateo Espinosa Zarlenga

ECCV 2024 Efficient Bias Mitigation Without Privileged Information Mateo Espinosa Zarlenga, Swami Sankaranarayanan, Jerone T. A. Andrews, Zohreh Shams, Mateja Jamnik, Alice Xiang

NeurIPSW 2023 Do Concept Bottleneck Models Obey Locality? Naveen Raman, Mateo Espinosa Zarlenga, Juyeon Heo, Mateja Jamnik

ICMLW 2023 Interpretable Neural-Symbolic Concept Reasoning Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Mateo Espinosa Zarlenga, Lucie Charlotte Magister, Alberto Tonda, Pietro Lio, Frederic Precioso, Mateja Jamnik, Giuseppe Marra

NeurIPS 2023 Learning to Receive Help: Intervention-Aware Concept Embedding Models Mateo Espinosa Zarlenga, Katie Collins, Krishnamurthy Dvijotham, Adrian Weller, Zohreh Shams, Mateja Jamnik

TMLR 2023 TabCBM: Concept-Based Interpretable Neural Networks for Tabular Data Mateo Espinosa Zarlenga, Zohreh Shams, Michael Edward Nelson, Been Kim, Mateja Jamnik

ICMLW 2023 TabCBM: Concept-Based Interpretable Neural Networks for Tabular Data Mateo Espinosa Zarlenga, Zohreh Shams, Michael Edward Nelson, Been Kim, Mateja Jamnik

AAAI 2023 Towards Robust Metrics for Concept Representation Evaluation Mateo Espinosa Zarlenga, Pietro Barbiero, Zohreh Shams, Dmitry Kazhdan, Umang Bhatt, Adrian Weller, Mateja Jamnik

NeurIPS 2022 Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off Mateo Espinosa Zarlenga, Pietro Barbiero, Gabriele Ciravegna, Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Zohreh Shams, Frederic Precioso, Stefano Melacci, Adrian Weller, Pietro Lió, Mateja Jamnik

NeurIPSW 2021 Efficient Decompositional Rule Extraction for Deep Neural Networks Mateo Espinosa Zarlenga, Zohreh Shams, Mateja Jamnik