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Luca Costabello

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Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning

Feb 08, 2024
Jeffrey Sardina, Luca Costabello, Christophe Guéret

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KGEx: Explaining Knowledge Graph Embeddings via Subgraph Sampling and Knowledge Distillation

Oct 02, 2023
Vasileios Baltatzis, Luca Costabello

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Robust Explanation Constraints for Neural Networks

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

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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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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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Learning Embeddings from Knowledge Graphs With Numeric Edge Attributes

May 18, 2021
Sumit Pai, Luca Costabello

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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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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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