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My vision is to formalise the ill-defined construct of human Mental Workload as a computational concept through deductive knowledge representation and reasoning techniques (Defeasible Reasoning, Argumentation Theory) and inductive modelling techniques (Machine Learning), coupled with ideas coming from Explainable Artificial Intelligence (XAI) . Field of applications includes Human-Computer Interaction, Education, NeuroScience, Universal Design.