Marra, Giuseppe

24 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

ICLR 2025 Counterfactual Concept Bottleneck Models Gabriele Dominici, Pietro Barbiero, Francesco Giannini, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich

ICLRW 2025 Counterfactual Concept Bottleneck Models Gabriele Dominici, Pietro Barbiero, Francesco Giannini, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich

IJCAI 2025 Grounding Methods for Neural-Symbolic AI Rodrigo Castellano Ontiveros, Francesco Giannini, Marco Gori, Giuseppe Marra, Michelangelo Diligenti

AAAI 2025 Neurosymbolic Reinforcement Learning: Playing MiniHack with Probabilistic Logic Shields David Debot, Gabriele Venturato, Giuseppe Marra, Luc De Raedt

AAAI 2025 Relational Neurosymbolic Markov Models Lennert De Smet, Gabriele Venturato, Luc De Raedt, Giuseppe Marra

AAAI 2024 From Statistical Relational to Neuro-Symbolic Artificial Intelligence Giuseppe Marra

ECCVW 2024 Integrating Local and Global Interpretability for Deep Concept-Based Reasoning Models David Debot, Giuseppe Marra

NeurIPS 2024 Interpretable Concept-Based Memory Reasoning David Debot, Pietro Barbiero, Francesco Giannini, Gabriele Ciravegna, Michelangelo Diligenti, Giuseppe Marra

ICMLW 2024 Neurosymbolic Markov Models Lennert De Smet, Gabriele Venturato, Luc De Raedt, Giuseppe Marra

NeurIPS 2024 Relational Concept Bottleneck Models Pietro Barbiero, Francesco Giannini, Gabriele Ciravegna, Michelangelo Diligenti, Giuseppe Marra

ICML 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

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

UAI 2023 Neural Probabilistic Logic Programming in Discrete-Continuous Domains Lennert De Smet, Pedro Zuidberg Dos Martires, Robin Manhaeve, Giuseppe Marra, Angelika Kimmig, Luc De Raedt

IJCAI 2023 Safe Reinforcement Learning via Probabilistic Logic Shields Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt

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

AAAI 2022 DeepStochLog: Neural Stochastic Logic Programming Thomas Winters, Giuseppe Marra, Robin Manhaeve, Luc De Raedt

NeurIPS 2022 VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Eleonora Misino, Giuseppe Marra, Emanuele Sansone

UAI 2021 Neural Markov Logic Networks Giuseppe Marra, Ondřej Kuželka

IJCAI 2020 From Statistical Relational to Neuro-Symbolic Artificial Intelligence Luc De Raedt, Sebastijan Dumancic, Robin Manhaeve, Giuseppe Marra

ICLR 2020 Neural Markov Logic Networks Giuseppe Marra, Ondřej Kuželka

ECML-PKDD 2019 Integrating Learning and Reasoning with Deep Logic Models Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Marco Gori

ECML-PKDD 2019 LYRICS: A General Interface Layer to Integrate Logic Inference and Deep Learning Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Marco Gori