Learning with Multiple Representations

Informations projet

LEMUR

N° de convention de subvention: 101073307

DOI

10.3030/101073307

Date de signature de la CE 6 Juillet 2022

Date de début 1 Janvier 2023

Date de fin 31 Decembre 2026

Financé au titre de

• Marie Skłodowska-Curie Actions (MSCA)

Coût total

Aucune donnée

Contribution de l’UE

€ 2 592 784,80

Coordonné par

UNIVERSITAET PADERBORN
Germany

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Websites, patent fillings, videos etc. (1)

Online presence

Implemented web presence, which will be updated throughout the project.

Documents, reports (1)

Report on project setup

Report describing the appointed members of all boards of the network, ethics advisors, data and ethics requirements, as well as software and hardware resources.

Publications

Conference proceedings (16)

DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs

Auteurs: Jiao, Ying; Castellano Ontiveros, Rodrigo; De Raedt, Luc; Gori, Marco; Giannini, Francesco; Diligenti, Michelangelo; Marra, Giuseppe
Éditeur: Proceedings of the AAAI Conference on Artificial Intelligence

Distilling KGE black boxes into interpretable NeSy models

Auteurs: Castellano Ontiveros, Rodrigo; Giannini, Francesco; Diligenti, Michelangelo
Publié dans: 19th International Conference on Neurosymbolic Learning and Reasoning
Éditeur: Proceedings of Machine Learning Research vol 284

Semantics-Aware Caching for Concept Learning

Auteurs: Louis Mozart Kamdem Teyou, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Publié dans: Lecture Notes in Computer Science, The Semantic Web, 2026
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-032-25156-5_26

Investigating the Robustness of Deductive Reasoning with Large Language Models

Auteurs: Fabian Hoppe, Filip Ilievski, Jan-Christoph Kalo
Publié dans: Frontiers in Artificial Intelligence and Applications, ECAI 2025, 2025
Éditeur: IOS Press
DOI: 10.3233/FAIA251007

Interpretable Link Prediction via Neural-Symbolic Reasoning

Auteurs: Rodrigo Castellano Ontiveros; Ehsan Bonabi Mobaraki; Francesco Giannini; Pietro Barbiero; Marco Gori; Michelangelo Diligenti
Publié dans: Ontiveros, R C, Mobaraki, E, Giannini, F, Barbiero, P, Gori, M & Diligenti, M 2025, Interpretable Link Prediction via Neural-Symbolic Reasoning. in R Guidotti, U Schmid & L Longo (eds), Explainable Artificial Intelligence : Third World Conference, xAI 2025, Istanbul, Turkey, July 9–11, 2025, Proceedings, Part II. Springer, Communications in Computer and Information Science, vol. 2577, pp. 319-331, World Conference on Explainable Artificial Intelligence, Lisbon, Portugal, 26/07/2025. https://doi.org/10.1007/978-3-032-08324-1_14, 2025
DOI: 10.1007/978-3-032-08324-1_14

Conformal Prediction without Nonconformity Scores

Auteurs: Jonas Hanselle, Alireza Javanmardi, Tobias Florin Oberkofler, Yusuf Sale, Eyke Hüllermeier
Éditeur: PMLR

DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs

Auteurs: Ying Jiao, Rodrigo Castellano Ontiveros, Luc De Raedt, Marco Gori, Francesco Giannini, Michelangelo Diligenti, Giuseppe Marra
Publié dans: Proceedings of the AAAI Conference on Artificial Intelligence, Numéro 40, 2026, ISSN 2374-3468
Éditeur: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V40I27.39396

Incorporating Cognitive Complexity of Text in Dense Retrieval for Personalized Search

Auteurs: E. Sokli, A. Raganato and G. Pasi
Publié dans: Proceedings of the Italian Information Retrieval Workshop 2024, 2024
Éditeur: CEUR Workshop Proceedings

Visualizing and Improving 3D Mesh Segmentation with DeepView

Auteurs: Andreas Mazur, Isaac Roberts, David Leins, Alexander Schulz, Barbara Hammer
Publié dans: ESANN 2024 proceesdings, 2024
Éditeur: Ciaco - i6doc.com
DOI: 10.14428/ESANN/2024.ES2024-135

Grounding Methods for Neural-Symbolic AI

Auteurs: Castellano Ontiveros, Rodrigo; Giannini, Francesco; Gori, Marco; Marra, Giuseppe; Diligenti, Michelangelo
Publié dans: Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence, 2024
DOI: 10.24963/IJCAI.2025/535

Valid Text-to-SQL Generation with Unification-Based DeepStochLog

Auteurs: Ying Jiao, Luc De Raedt, Giuseppe Marra
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-71167-1_17

Relatively Rational: Learning Utilities and Rationalities Jointly from Pairwise Preferences

Auteurs: Taku Yamagata, Tobias Oberkofler, Timo Kaufmann, Viktor Bengs, Eyke Hüllermeier, Raul Santos-Rodriguez
Éditeur: ICML 2024 Workshop on Models of Human Feedback for AI Alignment

Neural Reasoning for Robust Instance Retrieval in SHOIQ

Auteurs: Louis Mozart Kamdem Teyou, Luke Friedrichs, N'Dah Jean Kouagou, Caglar Demir, Yasir Mahmood, Stefan Heindorf, Axel-Cyrille Ngonga Ngomo
Éditeur: Association for Computing Machinery, New York, United States
DOI: 10.1145/3731443.377134

Leveraging Cognitive Complexity of Texts for Contextualization in Dense Retrieval

Auteurs: Effrosyni Sokli, Georgios Peikos, Pranav Kasela, Gabriella Pasi
Publié dans: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2025.EMNLP-MAIN.1377

Embedding Knowledge Graphs in Degenerate Clifford Algebras

Auteurs: Louis Mozart Kamdem Teyou, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Publié dans: Frontiers in Artificial Intelligence and Applications, ECAI 2024, 2024
Éditeur: IOS Press
DOI: 10.3233/FAIA240627

Embedding Knowledge Graphs in Function Spaces

Auteurs: Louis Mozart Kamdem Teyou, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Publié dans: Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024
Éditeur: ACM
DOI: 10.1145/3627673.3679819

Other (1)

Targeted Visualization of the Backbone of Encoder LLMs

Auteurs: Isaac Roberts and Alexander Schulz and Luca Hermes and Barbara Hammer
Éditeur: arXiv
DOI: 10.48550/ARXIV.2403.18872