Luca Costabello

Robust Explanation Constraints for Neural Networks

Dec 16, 2022
Matthew Wicker, Juyeon Heo, Luca Costabello, Adrian Weller

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* 23 pages, 12 figures

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Explaining Link Predictions in Knowledge Graph Embedding Models with Influential Examples

Dec 05, 2022
Adrianna Janik, Luca Costabello

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Machine Learning-Assisted Recurrence Prediction for Early-Stage Non-Small-Cell Lung Cancer Patients

Nov 17, 2022
Adrianna Janik, Maria Torrente, Luca Costabello, Virginia Calvo, Brian Walsh, Carlos Camps, Sameh K. Mohamed, Ana L. Ortega, Vít Nováček, Bartomeu Massutí, Pasquale Minervini, M. Rosario Garcia Campelo, Edel del Barco, Joaquim Bosch-Barrera, Ernestina Menasalvas, Mohan Timilsina, Mariano Provencio

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Poisoning Knowledge Graph Embeddings via Relation Inference Patterns

Nov 11, 2021
Peru Bhardwaj, John Kelleher, Luca Costabello, Declan O'Sullivan

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* Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)

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Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods

Nov 04, 2021
Peru Bhardwaj, John Kelleher, Luca Costabello, Declan O'Sullivan

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* 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021)

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Learning Embeddings from Knowledge Graphs With Numeric Edge Attributes

May 18, 2021
Sumit Pai, Luca Costabello

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* IJCAI 2021

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Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties

Mar 16, 2021
Lisa Schut, Oscar Key, Rory McGrath, Luca Costabello, Bogdan Sacaleanu, Medb Corcoran, Yarin Gal

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* Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021
* 21 pages, 13 Figures

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Background Knowledge Injection for Interpretable Sequence Classification

Jun 25, 2020
Severin Gsponer, Luca Costabello, Chan Le Van, Sumit Pai, Christophe Gueret, Georgiana Ifrim, Freddy Lecue

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* New Frontiers in Mining Complex Patterns 2019 @ ECML 2019, 12 pages

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Knowledge Graph Embeddings and Explainable AI

Apr 30, 2020
Federico Bianchi, Gaetano Rossiello, Luca Costabello, Matteo Palmonari, Pasquale Minervini

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* Federico Bianchi, Gaetano Rossiello, Luca Costabello, Matteo Plamonari, Pasquale Minervini, Knowledge Graph Embeddings and Explainable AI. In: Ilaria Tiddi, Freddy Lecue, Pascal Hitzler (eds.), Knowledge Graphs for eXplainable AI -- Foundations, Applications and Challenges. Studies on the Semantic Web, IOS Press, Amsterdam, 2020

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Probability Calibration for Knowledge Graph Embedding Models

Feb 13, 2020
Pedro Tabacof, Luca Costabello

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* ICLR 2020

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