Table of Contents
Summary: There were
29 submissions,
and 25 papers were accepted after peer review.
Among these, 1 dissemination paper, 4 papers without a presenter, and 2 opt-out are not included.
So, this volume contains 18 published papers.
Of these, 12 are regular papers (7 or more pages)
and 6 are short.
- A Survey of Brain-Inspired Mechanisms for Neuro-Symbolic Reasoning
1–10
Florin Leon
- Neurosymbolic Methods for Explainable Graph Neural Networks: A Survey
11–20
Kislay Raj,
Alessandra Mileo
- Logic Meets Attention: A Neuro-symbolic Approach to Vibration Fault Detection (short paper)
21–24
Darian Onchis,
Eduard Hogea
- Semantically Enriched Datasets for Link Prediction: DB100k+, NELL-995+ and YAGO3-10+ (short paper)
25–27
Nicolas Robert,
Pierre Monnin,
Catherine Faron
- Neuro-symbolic Complex Event Recognition in Autonomous Driving
28–36
Tatiana Boura,
Nikos Katzouris
- Explaining CNN Classifications Using Small Patches
37–45
Jean-Marc Boutay,
Quentin Leblanc,
Damian Boquete,
Deniz Köprülü,
Ludovic Pfeiffer,
Guido Bologna
- VectorGraphRAG: Automatic Knowledge Graph Construction and Memory Efficient Triplet Ranking for Medical Question Answering
46–53
Nikolaos Giarelis,
Charalampos Mastrokostas,
Nikos Karacapilidis
- Exploring Neuro-Symbolic AI for Facial Emotion Recognition
54–61
Jens Gebele,
Anne Vetter,
Philipp Brune,
Frank Schwab,
Sebastian von Mammen
- A Challenging Dataset of Jet Engine Fault Scenarios (short paper)
62–64
Christoforos Romesis,
Stasinos Konstantopoulos
- Graph Against the Machine: a Neuro-Symbolic Approach for Enhanced Video Question Answering (short paper)
65–70
Fabio Lusha,
Agnese Chiatti,
Sara Pidò,
Nico Catalano,
Matteo Matteucci
- Neuro-Symbolic Learning from Temporal Sequences in Safety-Critical Systems (short paper)
71–74
Luca Salvatore Lorello,
Laura Carnevali,
Marco Lippi,
Stefano Melacci
- Transparent Visual Reasoning via Object-Centric Agent Collaboration
75–83
Benjamin Teoh,
Ben Glocker,
Francesca Toni,
Avinash Kori
- A Domain-Specific Language for NeSy Focussing on Symbolic Knowledge Injection
84–92
Mattia Matteini,
Giovanni Ciatto,
Matteo Magnini,
Emre Kuru,
Reyhan Aydogan,
Andrea Omicini
- Neuro-Argumentative Learning with Legal Text
93–101
Petros Vasileiadis,
Emanuele De Angelis,
Maurizio Proietti,
Francesca Toni
- R-PlanGPT: Neuro-Symbolic Plan Generation via Transformer-based Language Models (short paper)
102–104
Massimiliano Tummolo,
Mattia Chiari,
Luca Putelli,
Nicholas Rossetti,
Ivan Serina,
Alfonso Emilio Gerevini
- Discovering Association Rules in High-Dimensional Small Tabular Data
105–113
Erkan Karabulut,
Daniel Daza,
Paul Groth,
Victoria Degeler
- Single Domain Generalization in Diabetic Retinopathy: A Neuro-Symbolic Learning Approach
114–123
Midhat Urooj,
Ayan Banerjee,
Sandeep Gupta,
Farhat Abdul Rauf Shaikh,
Kuntal Prakash Thakur
- Constraint-Guided PINNs: A Constrained Optimization Approach
124–130
Wout Rombouts,
Quinten Van Baelen,
Peter Karsmakers