Mission. My research is centered around reinforcement learning, using deep neural networks. Currently I try to combine modern approaches in this field with transformer networks as well as develop new approaches. My overall goal is to understand reasoning within RL better, especially when used in partial observable enviroments.

Availability of thesis topics. If you are not yet familiar with our thesis notes, I recommend you start here: Thesis Proposals at AIML
As I said, my focus is on RL. Accordingly, theses that I supervise often fall into this area. Here it is helpful, but not mandatory, if you are familiar with PyTorch/Tensorflow and Deep Neural Networks. If you already have a topic in this direction in mind or are generally interested, feel free to contact me.

Update 2026: I do not take on any new students for theses or projects at the moment.
Comeback in October 2026.