Doctoral Consortium

Date: August 17, 2026
Location: Room Cartesium – Rotunde

TimeSessionTitle, Speaker
09:00 AMWelcome!IJCAI-ECAI 2026 DC Co-chairs: Maria Chang, Leilani Gilpin, Vlad Ryzhikov
09:15 AMTRAI 1
Trustworthy + Robust AI 1:health, clinical data, social choice
KG-MultiMS: a Knowledge Graph-Enhanced Multimodal Framework  for Multiple Sclerosis
Riccardo Francia (Università degli Studi del Piemonte Orientale)

Towards Reliable Multimodal Clinical Decision Support: From Quality-Aware Fusion to Patient Digital Twins
Linpeng Sun (Texas Tech University)

Towards Comprehensive Benchmarking of Domain Generalization and Adaptation for Time-Series Forecasting in Clinical Multivariate Time-Series Forecasting
Mayra Roxana Elwes (University of Cologne)

Trustworthy AI for Post-Stroke Care
Victor F. Lopes de Souza (Université de Montpellier)

Novel Applications of Large Language Models in Computational Social Choice
Nguyen Thach (University of Nebraska–Lincoln)
10:30 AMBreak
11:00 AMKRNS
Knowledge Representation + Neuro-Symbolic AI
Ontology-Aware LLMs for Human-Usable Knowledge Graph Systems
Luiz Miranda (Jagiellonian University)

Configuring Neuro-Symbolic Systems with Guaranteed Properties with Application in Hybrid Intelligence
Johannes Eduard Bendler (Vrije Universiteit Amsterdam)

Neuro-Symbolic AI for Evidence-Based Renewable Energy Planning in Sub-Saharan Africa
Janice Anta Zebaze (Université de Yaoundé I)

Towards cognitively-aligned AI with analogical reasoning abilities
Mohammadhossein Khojasteh (Vrije Universiteit Amsterdam)
12:00 PMLunch
01:30 PMCareer PanelPanelists:
Anthony Cohn (University of Leeds)
Toby Walsh (UNSW Sydney)
Michael Theilscher (UNSW Sydney)
02:30 PMTRAI 2
Trustworthy + Robust AI 2
Equivariant Graph Neural Networks for Protein Interaction Modeling and Structure-Aware Molecular Design
Animesh (Indian Institute of Technology Kharagpur)

Cybersecurity in AI-Enabled Digital Ecosystems: Evolutionary Game-Theoretic Modelling and Multi-Agent Defence
Adeela Bashir (Teesside University)

Recovering Formal Guarantees for Neural Network-Controlled Systems under Changing Dynamics
Sterre Lutz (Delft University of Technology)

IKnowFlow: Trustworthy RAG for Sensitive Domains
Yash Saxena (University of Maryland, Baltimore County)
03:30 PMBreak
04:00 PMTRAI 3
Trustworthy + Robust AI 3: Personalization, Interpretability, Generalization
Context-Adaptive World Models for Visual Out-of-Distribution Generalization
Shubham Subhnil (Trinity College Dublin)

Personalizing Long-Term Interactions with LLM-based Agents
Rebecca Westhäußer (Mercedes-Benz Germany; Ulm University)

Interpreting Neural Receivers: Mechanistic and Data Attribution Approaches
Marko Tuononen (University of Eastern Finland)

Toward Trustworthy Foundation Models: Mitigating OOD Failure in Adaptation and Deployment
Ping Song (Ollscoil na Gaillimhe – University of Galway)
05:00 PMClosing Remarks, Adjourn