Ilias Nahmed is a PhD candidate working on the Meditwin project under the supervision of Pablo Alvarez, Stéphane Cotin, and Michel Duprez. His doctoral research, titled “Outcome Prediction of Liver Tumor Ablation Therapy Using an AI-Driven Digital Twin”, focuses on the development of patient-specific digital twins to improve the prediction and personalization of liver tumor ablation therapies. His work lies at the intersection of artificial intelligence, computational modeling, and medical simulation, with the goal of supporting clinical decision-making and improving therapeutic outcomes.