Topic: attention mechanisms

Three-year salaried doctoral appointment studying the expressivity, robustness and verification of neural models of automata. The project connects systems theory, statistics, optimization and formal methods, examining recurrent networks, attention mechanisms and state-space models. Work includes theoretical analysis, experimental algorithms and scientific publication. The advertised gross monthly salary is €2,300. The advert lists an October 2026 target start alongside a November application deadline; applicants should confirm start-date flexibility.

Robotic-assisted rehabilitation therapies play a crucial role in improving motor recovery by providing precise, repeatable, and intensive therapeutic interventions that traditional methods often lack [1,2,3]. Nonetheless, their adaptability is restricted due to a lack of comprehensive data on patients' biophysical signals and behavior [4,5,6]. Developing intelligent control mechanisms for rehabilitation devices is an essential step to enable personalized and responsive training for patients. This research project introduces the development of an innovative multimodal decoder for hybrid Brain-