About me.

My name is Jan Malte Lichtenberg and I am a PhD student at the University of Bath, working on reinforcement learning with Özgür Şimşek. Previously, I worked at the Center for Adaptive Behaviour and Cognition, directed by Gerd Gigerenzer, at the Max-Planck Insitute for Human Development in Berlin.

In my research, I try to inform machine learning models with insights from human decision making research, in particular from the study of simple decision heuristics.  Have a look at my CV, my github, or my Google Scholar profile. You can email me at j.m.lichtenberg ~at~ bath.ac.uk

Publications.

Iterative Policy Space Expansion for
Reinforcement Learning
Jan Malte Lichtenberg and Özgür Şimşek
NeurIPS workshop on Biological and Artificial Reinforcement Learning, 2019 [pdf]
Regularization in Directable Environments with Application to Tetris
Jan Malte Lichtenberg and Özgür Şimşek
International Conference on Machine Learning (ICML), 2019
[pdf]  [code]
Simple Regression Models,
Jan Malte Lichtenberg and Özgür Şimşek
Imperfect Decision Makers: Admitting Real-World Rationality, PMLR, 2017 [pdf]

About this website.

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