AIxIA-DP 2026
AIxIA 2026 Discussion Papers

Table of Contents

• Preface
  Summary: There were 15 papers submitted for peer-review to this track. Out of these, 10 short papers were accepted and appear in this volume.

Short Papers

• On the Semantic-Aware Data Imputation in Dynamic Relational Databases (Short paper)
  Gianvincenzo Alfano, Sergio Greco, Lucio La Cava, Tariq Mahmood, Irina Trubitsyna
• Even-if Explanations for Graph Neural Networks (Short paper)
  Gianvincenzo Alfano, Sergio Greco, Domenico Mandaglio, Francesco Parisi, Reza Shahbazian, Irina Trubitsyna
• Bridging Uncertainty and Optimization in Probabilistic ASP (Short paper)
  Damiano Azzolini, Giuseppe Mazzotta, Francesco Ricca, Fabrizio Riguzzi
• Should We, As Researchers, Care about the “Magnifica Humanitas”? (Short paper)
  Matteo Cardellini
• A New Framework for Formal Reasoning over Symbolic and Sub-Symbolic Knowledge (Short paper)
  Gianluca Cima, Marco Console, Laura Papi
• Lightweight LLMs for Encoding ASP (Short paper)
  Irfan Kareem, Manuel Borroto Santana, Francesco Ricca, Michele Vitale
• Neuro-Symbolic Fall Risk Detection from Wearable IMU Sensors: A Concept Bottleneck and Rule-Based Reasoning Approach (Short paper)
  Louis Mono, Anna-Katharina Herke, Redon Jashari
• Toward Intelligent Skill Discovery in A2A via Fine-Tuned Small Language Models (Short paper)
  Elia Pacioni, Valerio Crocetti, Davide Calvaresi
• Winter Is Over for Continual Learning: From Continual Representation Learning to Continual Learning Agents (Short paper)
  Luigi Quarantiello, Lanpei Li, Ehsan Tavan, Irene Testa, Giacomo Carfì, Gerlando Gramaglia, Jack Bell, Daniele Malitesta, Pierre Averty, Eric Nuertey Coleman, Vincenzo Lomonaco
• Can LLMs Tell When They Sound Human? A Study of Guided and Unguided LLM Judgments of Anthropomorphic Language (Short paper)
  Sabrina Villata, Anna Bonarelli, Luigi Di Caro, Amon Rapp