I am a PhD student since March 2017 as part of the Max Planck ETH Center for Learning Systems, supervised by Bernhard Schölkopf and Thomas Hofmann. I am currently based at the MPI in Tuebingen.
I want to understand how intelligence emerges in machine learning. My main research interests are in deep learning and causality.
Advances in Neural Information Processing Systems 30, pages: 656-666, (Editors: I. Guyon and U. V. Luxburg and S. Bengio and H. Wallach and R. Fergus and S. Vishwanathan and R. Garnett), Curran Associates, Inc., 31th Annual Conference on Neural Information Processing Systems (NIPS), 2017 (conference)
Our goal is to understand the principles of Perception, Action and Learning in autonomous systems that successfully interact with complex environments and to use this understanding to design future systems