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Poisoning Knowledge Graph Embeddings via Relation Inference Patterns


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

* 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

* 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

* 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

* 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

* 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

* 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

* ICLR 2020 

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Interpretable Credit Application Predictions With Counterfactual Explanations


Nov 16, 2018
Rory Mc Grath, Luca Costabello, Chan Le Van, Paul Sweeney, Farbod Kamiab, Zhao Shen, Freddy Lecue


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