ANSyA 2025
Advanced Neuro-Symbolic Applications

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