ANSyA 2025

Table of Contents

• A Survey of Brain-Inspired Mechanisms for Neuro-Symbolic Reasoning 1-10 PDF
  Florin Leon
• Neurosymbolic Methods for Explainable Graph Neural Networks: A Survey 11-20 PDF
  Kislay Raj, Alessandra Mileo
• Logic Meets Attention: A Neuro-symbolic Approach to Vibration Fault Detection (short paper) 21-24 PDF
  Darian Onchis, Eduard Hogea
• Semantically Enriched Datasets for Link Prediction: DB100k+, NELL-995+ and YAGO3-10+ (short paper) 25-27 PDF
  Nicolas Robert, Pierre Monnin, Catherine Faron
• Neuro-symbolic Complex Event Recognition in Autonomous Driving 28-36 PDF
  Tatiana Boura, Nikos Katzouris
• Explaining CNN Classifications Using Small Patches 37-45 PDF
  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 PDF
  Nikolaos Giarelis, Charalampos Mastrokostas, Nikos Karacapilidis
• Exploring Neuro-Symbolic AI for Facial Emotion Recognition 54-61 PDF
  Jens Gebele, Anne Vetter, Philipp Brune, Frank Schwab, Sebastian von Mammen
• A Challenging Dataset of Jet Engine Fault Scenarios (short paper) 62-64 PDF
  Christoforos Romesis, Stasinos Konstantopoulos
• Graph Against the Machine: a Neuro-Symbolic Approach for Enhanced Video Question Answering (short paper) 65-70 PDF
  Fabio Lusha, Agnese Chiatti, Sara Pidò, Nico Catalano, Matteo Matteucci
• Neuro-Symbolic Learning from Temporal Sequences in Safety-Critical Systems (short paper) 71-74 PDF
  Luca Salvatore Lorello, Laura Carnevali, Marco Lippi, Stefano Melacci
• Transparent Visual Reasoning via Object-Centric Agent Collaboration 75-83 PDF
  Benjamin Teoh, Ben Glocker, Francesca Toni, Avinash Kori
• A Domain-Specific Language for NeSy Focussing on Symbolic Knowledge Injection 84-92 PDF
  Mattia Matteini, Giovanni Ciatto, Matteo Magnini, Emre Kuru, Reyhan Aydogan, Andrea Omicini
• Neuro-Argumentative Learning with Legal Text 93-101 PDF
  Petros Vasileiadis, Emanuele De Angelis, Maurizio Proietti, Francesca Toni
• R-PlanGPT: Neuro-Symbolic Plan Generation via Transformer-based Language Models (short paper) 102-104 PDF
  Massimiliano Tummolo, Mattia Chiari, Luca Putelli, Nicholas Rossetti, Ivan Serina, Alfonso Emilio Gerevini
• Discovering Association Rules in High-Dimensional Small Tabular Data 105-113 PDF
  Erkan Karabulut, Daniel Daza, Paul Groth, Victoria Degeler
• Single Domain Generalization in Diabetic Retinopathy: A Neuro-Symbolic Learning Approach 114-123 PDF
  Midhat Urooj, Ayan Banerjee, Sandeep Gupta, Farhat Abdul Rauf Shaikh, Kuntal Prakash Thakur
• Constraint-Guided PINNs: A Constrained Optimization Approach 124-130 PDF
  Wout Rombouts, Quinten Van Baelen, Peter Karsmakers