Research output per year
Research output per year
Personal profile
Artistic and research interests
Dominik Baumann is an Assistant Professor at Aalto University since 2023. His research interests revolve around systems and control theory, machine learning, and communication networks.
Education/Academic qualification
Ph.D., Learning and control strategies for cyber-physical systems: from wireless control over deep reinforcement learning to causal identification, KTH Royal Institute of Technology
Award Date: 28 Jan 2021
Licentiate, Fast and Resource-Efficient Control of Wireless Cyber-Physical Systems, KTH Royal Institute of Technology
Award Date: 21 Mar 2019
Diploma, Numerical study and analysis of a novel cognitive sensorimotor loop based on circuit elements with memory, TU Dresden
Award Date: 4 Nov 2016
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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A computationally lightweight safe learning algorithm
Baumann, D., Kowalczyk, K., Tiels, K. & Wachel, P., 1 Sept 2023, (Accepted/In press) Conference on Decision and Control. IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
File7 Downloads (Pure) -
An ergodicity perspective on reinforcement learning
Baumann, D., 20 Oct 2023, London Mathematical Laboratory.Research output: Other contribution › Blog article › General public
Open Access -
GoSafeOpt: Scalable Safe Exploration for Global Optimization of Dynamical Systems
Sukhija, B., Turchetta, M., Lindner, D., Krause, A., Trimpe, S. & Baumann, D., Jul 2023, In: Artificial Intelligence. 320, 25 p., 103922.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile1 Citation (Scopus)13 Downloads (Pure) -
On the trade-off between event-based and periodic state estimation under bandwidth constraints
Baumann, D. & Schön, T. B., 1 Apr 2023, (Accepted/In press) Proceedings of the IFAC World Congress. International Federation of Automatic Control (IFAC), 6 p. (IFAC-PapersOnLine).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile10 Downloads (Pure) -
Reply to “The Limitations of Growth-Optimal Approaches to Decision Making Under Uncertainty”
Hulme, O., Vanhoyweghen, A., Connaughton, C., Peters, O., Steinkamp, S., Adamou, A., Baumann, D., Ginis, V., Verbruggen, B., Price, J. & Skjold, B., Sept 2023, In: Econ Journal Watch. 20, 2, p. 335-348 14 p.Research output: Contribution to journal › Letter › Scientific
Open Access
Projects
- 1 Active
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-: Profi7 Baumann T41000
01/01/2023 → 31/12/2028
Project: Academy of Finland: Competitive funding to strengthen university research profiles