Workshop at ISWC 2023 on
Deep Learning for Knowledge Graphs
More Details!

About

Over the past years there has been a rapid growth in the use and the importance of Knowledge Graphs (KGs) along with their application to many important tasks. KGs are large networks of real-world entities described in terms of their semantic types and their relationships to each other. On the other hand, Deep Learning methods have also become an important area of research, achieving some important breakthrough in various research fields, especially Natural Language Processing (NLP) and Image Recognition.

In order to pursue more advanced methodologies, it has become critical that the communities related to Deep Learning, Knowledge Graphs, and NLP join their forces in order to develop more effective algorithms and applications. This workshop, in the wake of other similar efforts at previous Semantic Web conferences such as ESWC2018 as DL4KGs and ISWC2018, ESWC2019, ESWC 2020, ISWC2021, ISWC2022 aims to reinforce the relationships between these communities and foster inter-disciplinary research in the areas of KG, Deep Learning, and Natural Language Processing.


Volunteer to be the part of program committee of DL4KG by filling in this form.


Topics of Interest

New Approaches for Combining Deep Learning and Knowledge Graphs
  • Representation Learning over Knowledge Graphs
  • Dynamic knowledge graphs
  • Large Language Models for Knowledge Graphs
  • Knowledge Graphs for Large Language Models
  • Prompt engineering and knowledge graphs
Applications of combining Deep Learning and Knowledge Graphs
  • Knowledge Graph Completion
  • Knowledge Graph Construction
  • Knowledge Graph Alignment
  • Recommender Systems
Knowledge-Based Natural Language Processing
  • Text Classification
  • Natural Language Understanding
  • Question Answering
  • Entity Linking


Keynote Speaker



TBD

Workshop Program and Proceedings

TBD

Submission Details

Papers must comply with the CEUR-WStemplate (single column)
Papers are submitted in PDF format via the workshop’s Open Review submission pages



Submissions can fall in one of the following categories:
  • Full research papers (8-10 pages)
  • Short research papers (4-6 pages)
  • Position papers (2 pages)
  • Lightning talks (1 page abstract)

Accepted papers (after blind review of at least 3 experts) will be published by CEUR–WS.

At least one of the authors of the accepted papers must register for the workshop (pre-conference only option) to be included into the workshop proceedings.

Important Dates

  • Full, Short and Position paper submission deadline: July 24th, 2023July 31st, 2023
  • Notification of Acceptance: August 28th, 2023
  • Camera-ready paper due: September 4th, 2023
  • ISWC 2022 Workshop day: November 6th-7th, 2023

Organizing Committee

Mehwish Alam

Telecom Paris, Institut Polytechnique de Paris, France

Davide Buscaldi

Labortoire d'Informatique Paris Nord (LIPN), Paris, France

Michael Cochez

Vrije University of Amsterdam, the Netherlands

Francesco Osborne

Knowledge Media Institute (KMi), The Open University, UK

Diego Reforgiato Recupero

University of Cagliari, Cagliari, Italy

Program Committee

  • Maribel Acosta, University of Ruhr Bochum, Germany
  • Basil Ell, University of Bielefeld, Germany
  • Pierre Monnin, Orange, Belfort, France
  • Andreea Iana, University of Mannheim, Germany
  • Genet Asefa Gesese, FIZ Karlsruhe – Leibniz-Institut für Informationsinfrastruktur, Germany
  • Daniel Daza, Vrije Universiteit Amsterdam, the Netherlands
  • Danilo Dessi, GESIS, Germany
  • Claudia d'Amato, University of Bari, Italy
  • Catia Pesquita, University of Lisbon, Portugal
  • Mehdi Ali, University of Bonn, Germany
  • Anna Fensel, WUR, the Netherlands
  • Mehdi Ali, University of Bonn, Germany
  • Afshin Sadeghi, University of Bonn, Germany
  • Ernesto Ruiz Jimenez, City University of London, UK
  • Heiko Paulheim, University of Mannheim, Germany
  • Maria Esther Vidal, TIB, Hannover, Germany
  • Sahar Vahadati, Infai
  • Agnese Chiatti, Politechnico di Milano, Italy
  • Costa Gustavo
  • Enrico Daga, KMi, UK
  • Fabian Hoppe
  • Nicolas Hubert, LORIA
  • Vasilis Efthymio
  • Paul Groth, University of Amsterdam, the Netherlands
  • Longquan Jiang, University of Hamburg, Germany
  • Rima Dessi, FIZ Karlsruhe - Leibniz Institute for Information Infrastructure, Germany
  • Ricardo Usbeck, Hamburg University, Germany
  • Gerard De Melo, University of Potsdam, Germany
  • Xi Yan, University of Hamburg, Germany