Learning with Multiple Representations

Información del proyecto

LEMUR

Identificador del acuerdo de subvención: 101073307

DOI

10.3030/101073307

Fecha de la firma de la CE 6 Julio 2022

Fecha de inicio 1 Enero 2023

Fecha de finalización 31 Diciembre 2026

Financiado con arreglo a

• Marie Skłodowska-Curie Actions (MSCA)

Coste total

Sin datos

Aportación de la UE

€ 2 592 784,80

Coordinado por

UNIVERSITAET PADERBORN
Germany

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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.

Publicaciones

Conference proceedings (16)

DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs

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

Distilling KGE black boxes into interpretable NeSy models

Autores: Castellano Ontiveros, Rodrigo; Giannini, Francesco; Diligenti, Michelangelo
Publicado en: 19th International Conference on Neurosymbolic Learning and Reasoning
Editor: Proceedings of Machine Learning Research vol 284

Semantics-Aware Caching for Concept Learning

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

Investigating the Robustness of Deductive Reasoning with Large Language Models

Autores: Fabian Hoppe, Filip Ilievski, Jan-Christoph Kalo
Publicado en: Frontiers in Artificial Intelligence and Applications, ECAI 2025, 2025
Editor: IOS Press
DOI: 10.3233/FAIA251007

Interpretable Link Prediction via Neural-Symbolic Reasoning

Autores: Rodrigo Castellano Ontiveros; Ehsan Bonabi Mobaraki; Francesco Giannini; Pietro Barbiero; Marco Gori; Michelangelo Diligenti
Publicado en: 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

Autores: Jonas Hanselle, Alireza Javanmardi, Tobias Florin Oberkofler, Yusuf Sale, Eyke Hüllermeier
Editor: PMLR

DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs

Autores: Ying Jiao, Rodrigo Castellano Ontiveros, Luc De Raedt, Marco Gori, Francesco Giannini, Michelangelo Diligenti, Giuseppe Marra
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, Edición 40, 2026, ISSN 2374-3468
Editor: 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

Autores: E. Sokli, A. Raganato and G. Pasi
Publicado en: Proceedings of the Italian Information Retrieval Workshop 2024, 2024
Editor: CEUR Workshop Proceedings

Visualizing and Improving 3D Mesh Segmentation with DeepView

Autores: Andreas Mazur, Isaac Roberts, David Leins, Alexander Schulz, Barbara Hammer
Publicado en: ESANN 2024 proceesdings, 2024
Editor: Ciaco - i6doc.com
DOI: 10.14428/ESANN/2024.ES2024-135

Grounding Methods for Neural-Symbolic AI

Autores: Castellano Ontiveros, Rodrigo; Giannini, Francesco; Gori, Marco; Marra, Giuseppe; Diligenti, Michelangelo
Publicado en: 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

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

Relatively Rational: Learning Utilities and Rationalities Jointly from Pairwise Preferences

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

Neural Reasoning for Robust Instance Retrieval in SHOIQ

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

Leveraging Cognitive Complexity of Texts for Contextualization in Dense Retrieval

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

Embedding Knowledge Graphs in Degenerate Clifford Algebras

Autores: Louis Mozart Kamdem Teyou, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Publicado en: Frontiers in Artificial Intelligence and Applications, ECAI 2024, 2024
Editor: IOS Press
DOI: 10.3233/FAIA240627

Embedding Knowledge Graphs in Function Spaces

Autores: Louis Mozart Kamdem Teyou, Caglar Demir, Axel-Cyrille Ngonga Ngomo
Publicado en: Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024
Editor: ACM
DOI: 10.1145/3627673.3679819

Other (1)

Targeted Visualization of the Backbone of Encoder LLMs

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