Research output per year
Research output per year
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
Profiles
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Dominik Baumann
- Department of Electrical Engineering and Automation - Assistant Professor
- Cyber-physical Systems
Person: Professors, tenure track
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Mingwei Deng
- Department of Electrical Engineering and Automation - Doctoral Researcher
- School of Electrical Engineering
- Cyber-physical Systems - Doctoral Researcher
Person: Doctoral students, Doctoral Student
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Sara Perez Vieites
- Department of Electrical Engineering and Automation - Postdoctoral Researcher
- Cyber-physical Systems - Postdoctoral Researcher
Person: Postdoctoral researchers
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Nested smoothing algorithms for inference and tracking of heterogeneous multi-scale state-space systems
Pérez-Vieites, S., Molina-Bulla, H. & Míguez, J., 2025, (Accepted/In press) In: Foundations of Data Science.Research output: Contribution to journal › Article › Scientific › peer-review
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Reinforcement learning with non-ergodic reward increments: robustness via ergodicity transformations
Baumann, D., Noorani, E., Price, J., Peters, O., Connaughton, C. & Schön, T. B., 11 Jan 2025, In: Transactions on Machine Learning Research. 24 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Safe exploration in reproducing kernel Hilbert spaces
Tokmak, A., Gangadharan Nair Krishnan, K., Schön, T. B. & Baumann, D., 2025, (Accepted/In press) International Conference on Artificial Intelligence and Statistics (AISTATS).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access
Prizes
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Best Demo Award
Mager, F. (Recipient), Baumann, D. (Recipient), Jacob, R. (Recipient), Thiele, L. (Recipient), Trimpe, S. (Recipient) & Zimmerling, M. (Recipient), 2019
Prize: Award or honor granted for a specific work
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Best Paper Award
Mager, F. (Recipient), Baumann, D. (Recipient), Jacob, R. (Recipient), Thiele, L. (Recipient), Trimpe, S. (Recipient) & Zimmerling, M. (Recipient), 2019
Prize: Award or honor granted for a specific work
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Future Award
Baumann, D. (Recipient), Mager, F. (Recipient), Jacob, R. (Recipient), Thiele, L. (Recipient), Zimmerling, M. (Recipient) & Trimpe, S. (Recipient), 2019
Prize: Award or honor granted for a specific work
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Safe and robust reinforcement learning
Baumann, D. (Speaker)
29 Jan 2025Activity: Talk or presentation types › Invited academic talk
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Non-ergodicity in reinforcement learning: robustness via ergodicity transformations
Baumann, D. (Speaker)
19 Feb 2024Activity: Talk or presentation types › Conference presentation
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Learning resource-aware control
Baumann, D. (Speaker)
7 Jul 2023Activity: Talk or presentation types › Invited academic talk