Dominik Baumann

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Assistant Professor for Automatic Control

Aalto University

Finland

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Dominik Baumann is an Assistant Professor at Aalto University in Finland. His research areas include scalable safe exploration for dynamical systems, wireless control with stability guarantees, and reinforcement learning applied to control systems. He has contributed to recent articles addressing challenges in smart manufacturing and efficient resource allocation in multi-hop wireless control systems.

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Dominik Baumann

University Name

Aalto University

2 PhD positions in Ergodicity-Aware Continual Reinforcement Learning at Aalto University

Aalto University School of Electrical Engineering is advertising 2 PhD/Doctoral Researcher positions in reinforcement learning for Dominik Baumann’s group. The positions are part of an ERC Starting Grant project on ergodicity-aware continual reinforcement learning . The research focus is on developing new theoretical and algorithmic approaches to reinforcement learning in non-stationary environments , with emphasis on continual learning , long-term performance , and decision-making under non-ergodicity . This is a strong fit for candidates interested in machine learning, control, and mathematically grounded RL research. Institution: Aalto University, Finland Supervisor/PI: Dominik Baumann, Assistant Professor for Automatic Control Funding: ERC Starting Grant project funding (details such as stipend are not specified in the post) How to apply: Read the position details page and submit your application via the application portal linked in the post. The post does not mention a deadline, so applicants should check the portal for the current closing date and requirements.