Parallel Sessions | Thursday 22 October | 11:00 - 12:30
BNAIC/BeNeLearn 2026
Overview
| Time | C0.004 | C0.008 | C0.016 | C0.020 |
|---|---|---|---|---|
| 11:00–12:30 | Session 1A Explainable AI and Interpretable Decision-Making | Session 1B Reasoning and Training of Large Language Models | Session 1C AI for Health and Wellbeing | Session 1D Knowledge Representation, Argumentation and Verification |
| 16:00–17:30 | Session 2A Agents, Social Dynamics and Human Behaviour Modelling | Session 2B Language Models in Practice | Session 2C AI for Agriculture and Biodiversity | Session 2D Ontologies, Knowledge Graphs and Semantic Alignment |
Session 1A: Explainable AI and Interpretable Decision-Making
Thursday 22 October 2026 · 11:00–12:30 · Room C0.004
| Paper title | Authors | Paper link |
|---|---|---|
| Explanations for Sequential Decision-Making - An Overview | Hendrik Baier, Mark T. Keane, Sarath Sreedharan, Silvia Tulli, Abhinav Verma | Read paper (PDF) · OpenReview |
| Lexical-Overlap and Semantic-Alignment Biases in LLM Context Attribution | Elizaveta Kuzmenko, Dimitris Sacharidis, Evaggelia Pitoura | Read paper (PDF) · OpenReview |
| Synthesizing Programs From A Deep Reinforcement Learning Agent in Continuous Space Navigation | Anandu Sreekumar, Ann Nowe, Senne Deproost | Read paper (PDF) · OpenReview |
| Towards Preference-Driven Success Communication in Multi-Objective Reinforcement Learning | Nicolas Gil, Senne Deproost, Mehrdad Asadi, Ann Nowe | Read paper (PDF) · OpenReview |
Session 1B: Reasoning and Training of Large Language Models
Thursday 22 October 2026 · 11:00–12:30 · Room C0.008
| Paper title | Authors | Paper link |
|---|---|---|
| Pretraining and Test-Time Training Budgets Matter for ARC: A Controlled Study of VARC and TRM | Adrien Deliege, Marc Van Droogenbroeck | Read paper (PDF) · OpenReview |
| LEIA: Bridging the Gap for Generalist Models in Formal Theorem Proving | Gor Matevosyan, Riyaaz Shaik, Chandru Venkataraman | Read paper (PDF) · OpenReview |
| Does Reinforcement Learning Teach Abstract Reasoning in Large Language Models? | Dawei Wang, Michiel T. van der Meer, Aske Plaat | Read paper (PDF) · OpenReview |
| Choosing a Multilingual Pre-training Mixture by Measurement | Alban Linchet Martinez, Jiangtao Wang, Dimitris Sacharidis, Oleg Filatov, Stefan Kesselheim | Read paper (PDF) · OpenReview |
Session 1C: AI for Health and Wellbeing
Thursday 22 October 2026 · 11:00–12:30 · Room C0.016
| Paper title | Authors | Paper link |
|---|---|---|
| Linguistic features of Alzheimer's Disease and Mild Cognitive Impairment in Spontaneous Dutch Speech | Baran Polat, Roel Boumans, Charlotte van Corven, Debby Gerritsen, Tibor Bosse | Read paper (PDF) · OpenReview |
| Discourse-Aware, Unsupervised Summarisation and Emotion Detection for Dutch Long-Term-Care Interviews | Mohammad Fayazi | Read paper (PDF) · OpenReview |
| Exploring Mental Model Representations for Personalizing LLM-Powered Physical Activity Conversations: A Proof-of-Concept Study | ILKE ASAL, Michel C. A. Klein | Read paper (PDF) · OpenReview |
| Benchmarking Tabular Foundation Models for Personalized Prediction in Ecological Momentary Assessment Data | Mandani Ntekouli, Gerasimos Spanakis | Read paper (PDF) · OpenReview |
Session 1D: Knowledge Representation, Argumentation and Verification
Thursday 22 October 2026 · 11:00–12:30 · Room C0.020
| Paper title | Authors | Paper link |
|---|---|---|
| Exploring the Interactions between MAP Independence and Argumentation Theory in Decision Support | Joost Vossers, Marcos L P Bueno, Johan Kwisthout | Read paper (PDF) · OpenReview |
| Reasoning Under Construction: Prospective Coherence in Base Argumentation | Liuwen Yu, Leon Van der Torre | Read paper (PDF) · OpenReview |
| State Space Refinement for Quasi-Nonlinear Fuzzy Cognitive Maps | Luis Enrique Saborit González, Leonardo Concepción | Read paper (PDF) · OpenReview |
| Succinct Representations for Model Checking Dynamic Bayesian Networks | Bahare Salmani | Read paper (PDF) · OpenReview |