Nicola J. Müller

Address:
Saarland Informatics Campus
Campus D3.2 (DFKI), Room 2.11
66123 Saarbrücken, Germany

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About me

I am a Ph.D. student in the Modeling and Simulation group of Prof. Dr. Verena Wolf. I am also associated with the Center for European Research in Trusted AI (CERTAIN) and the Department of Neuro-mechanistic Modeling (NMM) at the German Research Center for Artificial Intelligence (DFKI).

My research centers around learning safe and general policies for solving sequential decision-making problems. Regarding safety, I study how reinforcement learning agents can be trained to obey given safety constraints. Regarding generalization, I investigate how neural networks can be trained to solve planning problems of arbitrary sizes.

Publications

Theses

  • DSMC Evaluation Stages with Restart, Bachelor’s thesis, October 2022.

Co-supervised Students

  • Michel Scherer, Bachelor’s thesis, ongoing.

Teaching