Hi, I am Sebastian Tschiatschek and currently a researcher at Micorosft Research Cambridge
. Before that I was a postdoc in the Learning and Adaptive Systems Group
at ETH Zurich led by Prof. Andreas Krause
. Before joining ETH, I received a PhD from Graz University of Technology under supervision of Prof. Franz Pernkopf
at the Signal and Speech Processing Laboratory
My research interests include submodular functions, their application in machine learning related applications, Bayesian networks and inference under computational constraints.
Posted: September 2019
We have four papers accepted at NeurIPS 2019!
Sebastian Tschiatschek, Ahana Ghosh, Luis Haug, Rati Devidze, Adish Singla, "Learner-aware Teaching: Inverse Reinforcement Learning with Preferences and Constraints"
David Janz, Jiri Hron, Przemysław Mazur, Katja Hofmann, Jose Miguel Hernandez-Lobato, Sebastian Tschiatschek, "Successor Uncertainties: Exploration and Uncertainty in Temporal Difference Learning"
Maximilian Igl, Kamil Ciosek, Yingzhen Li, Sebastian Tschiatschek, Cheng Zhang, Sam Devlin, Katja Hofmann, "Generalization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck"
Wenbo Gong, Sebastian Tschiatschek, Sebastian Nowozin, Richard E Turner, Jose Miguel Hernandez-Lobato, Cheng Zhang, "Icebreaker: Efficient Information Acquisition with Active Learning"
Please check for updates of the papers from time to time as these are not yet the final versions.
Posted: June 2019
We have one paper at the main conference and one paper in the Real-world Sequential Decision Making: Reinforcement Learning and Beyond
Chao Ma, Sebastian Tschiatschek, Konstantina Palla, José Miguel Hernández-Lobato, Sebastian Nowozin, Cheng Zhang, "EDDI: Efficient Dynamic Discovery of High-Value Information with Partial VAE"
Talk: Wed Jun 12th 11:40 AM — 12:00 PM @ Hall A
Poster: Wed Jun 12th 6:30 PM @ Pacific Ballroom
Chao Ma, Cheng Zhang, Sebastian Tschiatschek, Jose Miguel Hernandez-Lobato, Richard E. Turner, Sebastian Nowozin, "Bayesian EDDI: Sequential Variable Selection with Bayesian Partial VAE"
Poster: Fri Jun 14th, Real-world Sequential Decision Making: Reinforcement Learning and Beyond Workshop
Posted: December 2018
We have one paper at the main conference and one paper in the deep reinforcement learning workshop: