RuleML+RR-Companion 2026
Rule Challenge, Doctoral Consortium, Industry Track, and Networking Session 2026

Table of Contents

• Preface

Rule Challenge

• Precondition Constraint Acquisition Through Explanatory Queries
  Sarra Djebour , Sébastien Bardin , Arnaud Gotlieb , Nadjib Lazaar , Grégoire Menguy
• Engineering an Ontology for Age-Related Macular Degeneration using Agentic AI and DL-learner
  Calina Annemary Borzan , Alexandru Lecu , George Adrian Muntean , Simona Delia Nicoara , Adrian Groza
• Paraconsistent Query Answering in Hybrid Knowledge Bases for Aeronautics Applications
  Arun Raveendran Nair Sheela , Christophe Rey , Florence De Grancey
• Action Rule Mining with Utility and Uncertainty: Extending the action-rules Package for Decision Support
  Kateřina Hrudková , Lukáš Sýkora , Tomáš Kliegr
• Neuro-symbolic Rule Induction over Multimodal LLM-Generated Features for Explainable Image and Video Classification
  Matěj Koval , Lukáš Sýkora , Michal Ahmet Ay , Vojtěch Balek , Yuliia Yershova , Tomáš Kliegr

Industry Track

• Energy Twin: A Possibilistic Neuro-Symbolic Framework for Early Warning Detection in Waste-to-Energy Boilers
  Esteban Guerrero , Andreas Brännström , Rachele Carli , John Granström , Måns Kjellander , Juan Carlos Nieves
• Tribo-AI: a Neuro-Symbolic Geometric Reasoning for Scratch Measurement in Tribological SEM Images
  Esteban Guerrero , Andreas Brännström , Maria Wojtowicz , Urban Wiklund , Juan Carlos Nieves
• Towards a Trustworthy Causal Decision-Support Framework for Wastewater Treatment
  ZhiJun Cheng , Måns Kjellander , Esteban Guerrero
• A Neuro-Symbolic AI-based Framework for Holistic SOP Consistency Management in Regulated Industries
  Malte Scheuvens , Lisa Katzenschlager , Annika Loos , Felix Demmelbauer-Ebner
• Jena: Combining Deterministic Rules and LLM Reasoning for Grounded EEG Acquisition Support
  Martina Berto , Linas Raičinskis , Aleksandras Voicikas
• SYNAPSE-KG – Symbolic and Neural Academic & Organizational Platform for Semantic Exploration
  Roxana Dogaru , Eleonora Laurenza , Emanuel Sallinger

Doctoral Consortium

• Aligning Reinforcement Learning by Defining Goals using Knowledge Representation
  Paulius Skaisgiris
• Rule Constrained Reinforcement Learning for Portfolio Optimization in the OMX Baltics Index
  Ilja Jurcenko , Igoris Belovas
• Interactive Dialogs with Logic-Based AI Systems
  Tommaso Zendron

Networking Session (Invited Talk)

• How to Write a Successful Research Proposal — Tips and Tricks
  Laura Kovács