Publications and Conference Talks

PyGraft: un outil Python pour la génération de schémas et graphes de connaissance synthétiques
Nicolas Hubert, Pierre Monnin, Mathieu d'Aquin, Armelle Brun, and Davy Monticolo
In IC2024: 35èmes journées francophones d’Ingénierie des Connaissances, July 2024.
Paper

Enrichissement de fonctions de perte avec contraintes de domaine et co-domaine pour la prédiction de liens dans les graphes de connaissance
Nicolas Hubert, Pierre Monnin, Armelle Brun, and Davy Monticolo
In CNIA2024 - 27e Conférence Nationale en Intelligence Artificielle, July 2024.
Paper

Do Similar Entities Have Similar Embeddings?
Nicolas Hubert, Heiko Paulheim, Armelle Brun, and Davy Monticolo
In The Semantic Web - 21st Int. Conf., ESWC 2024, Hersonissos, Crete, Greece, Proceedings, May 2024.
Paper

PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
Nicolas Hubert, Pierre Monnin, Mathieu d'Aquin, Armelle Brun, and Davy Monticolo
In The Semantic Web - 21st Int. Conf., ESWC 2024, Hersonissos, Crete, Greece, Proceedings, May 2024. Best Resource Paper Award.
Paper

Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction
Nicolas Hubert, Pierre Monnin, Armelle Brun, and Davy Monticolo
In The Semantic Web - 21st Int. Conf., ESWC 2024, Hersonissos, Crete, Greece, Proceedings, May 2024. Best Student Research Paper Award.
Paper

Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs (under review)
Nicolas Hubert, Pierre Monnin, and Heiko Paulheim
In arXiv, January 2024.
Paper

Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE
Nicolas Hubert, Heiko Paulheim, Pierre Monnin, Armelle Brun, and Davy Monticolo
In 12th International Conference on Knowledge Capture (K-CAP), December 2023.
Paper

Sem@K: Is my knowledge graph embedding model semantic-aware?
Nicolas Hubert, Pierre Monnin, Armelle Brun, and Davy Monticolo
In Semantic Web, September 2023.
Paper

New Ontology and Knowledge Graph for University Curriculum Recommendation
Nicolas Hubert, Armelle Brun, and Davy Monticolo
In 21st International Semantic Web Conference (ISWC), October 2022.
Paper

Knowledge Graph Embeddings for Link Prediction: Beware of Semantics!
Nicolas Hubert, Pierre Monnin, Armelle Brun, and Davy Monticolo
In DL4KG@ISWC 2022: Workshop on Deep Learning for Knowledge Graphs, held as part of ISWC 2022: the 21st International Semantic Web Conference, October 2022.
Paper

New Strategies for Training Knowledge Graph Embeddings: The Recommendation Case
Nicolas Hubert, Pierre Monnin, Armelle Brun, and Davy Monticolo
In 23rd International Conference on Knowledge Engineering and Knowledge Management (EKAW), September 2022. Best Paper Award.
Paper

Vers un système de recommandation explicable pour l’orientation scolaire
Nicolas Hubert, Armelle Brun, and Davy Monticolo
In Extraction et Gestion des Connaissances (EGC) - 22ème Edition, January 2022.
Paper