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Efficient Explainable Learning on Knowledge Graphs

Deliverables

First version of KG representation approaches

This deliverable will describe the 1st version of the knowledge graph representation approaches developed in ENEXA. Implementation details and an evaluation of each approach against the existing state of the art will be presented.

First version of the explainable ML algorithms

This deliverable will describe the first version of the efficiency and explainability algorithms. Moreover, baseline implementations provided by ENEXA will be presented.

Preliminary version of the platform

Software release of the ENEXA platform after the first development phase including preliminary versions of the code, documentation and test scenarios.

Requirement specification

This deliverable will include the initial set of requirements identified from the users. This serves as a direct input for WP3 and WP4 in which the ENEXA approaches will be developed. It will also be used to evaluate the platform after the first development phase and plan development steps for the second development.

Publications

Learning Permutation-Invariant Embeddings for Description Logic Concepts

Author(s): Caglar Demir, Axel-Cyrille Ngonga Ngomo
Published in: Advances in Intelligent Data Analysis XXI. Lecture Notes in Computer Science., Issue 13876, 2023
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-30047-9_9

Improving Graph-to-Text Generation Using Cycle Training

Author(s): Fina Polat, Ilaria Tiddi, Paul Groth, Piek Vossen
Published in: Proceedings of the 4th Conference on Language, Data and Knowledge, 2023
Publisher: NOVA CLUNL

Neural Class Expression Synthesis in ALCHIQ(D)

Author(s): N'Dah Jean Kouagou, Stefan Heindorf, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Published in: 2023
Publisher: Springer

Clifford Embeddings – A Generalized Approach for Embedding in Normed Algebras

Author(s): Caglar Demir, Axel-Cyrille Ngonga Ngomo
Published in: 2023
Publisher: Springer

Explainable Integration of Knowledge Graphs using Large Language Models

Author(s): Abdullah Fathi Ahmed, Asep Fajar Firmansyah, Mohamed Ahmed Sherif, Diego Moussallem, Axel-Cyrille Ngonga Ngomo
Published in: Natural Language Processing and Information Systems. Lecture Notes in Computer Science., Issue 13913, 2023
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-35320-8_9

TemporalFC: A Temporal Fact Checking approach over Knowledge Graphs

Author(s): Umair Qudus, Michael Röder, Sabrina Kirrane, Axel-Cyrille Ngonga Ngomo
Published in: 2023
Publisher: Springer

Do Instruction-tuned Large Language Models Help with Relation Extraction?

Author(s): Xue Li, Fina Polat, Paul Groth
Published in: Joint proceedings of the KBC-LM workshop and the LM-KBC challenge at ISWC 2023, 2023, ISSN 1613-0073
Publisher: CEUR Workshop Proceedings

Native Execution of GraphQL Queries over RDF Graphs Using Multi-way Joins

Author(s): Nikolaos Karalis, Alexander Bigerl, Axel-Cyrille Ngonga Ngomo
Published in: 2023
Publisher: IOS Press

Neuro-Symbolic Class Expression Learning

Author(s): Caglar Demir, Axel-Cyrille Ngonga Ngomo
Published in: 2023
Publisher: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/403

Logics with probabilistic team semantics and the Boolean negation

Author(s): Miika Hannula, Minna Hirvonen, Juha Kontinen, Yasir Mahmood, Arne Meier, Jonni Virtema
Published in: 2023
Publisher: Springer

Neural Class Expression Synthesis

Author(s): N’Dah Jean Kouagou, Stefan Heindorf, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Published in: Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning., Issue 3432, 2023, ISSN 1613-0073
Publisher: CEUR Workshop Proceedings
DOI: 10.1007/978-3-031-33455-9_13

Parameterized Complexity of Propositional Inclusion and Independence Logic

Author(s): Yasir Mahmood, Jonni Virtema
Published in: 2023
Publisher: Springer

Online event recognition over noisy data streams

Author(s): Periklis Mantenoglou, Alexander Artikis, Georgios Paliouras
Published in: International Journal of Approximate Reasoning, Issue 161, 2023, ISSN 0888-613X
Publisher: Elsevier BV
DOI: 10.1016/j.ijar.2023.108993

Semantic Web

Author(s): Enrico
Published in: Semantic Web, 2023, ISSN 1570-0844
Publisher: IOS Press
DOI: 10.3233/SW-233407

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