Dominik Straub

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I’m a PhD candidate in the Psychology of Information Processing group at the Centre for Cognitive Science, TU Darmstadt.

My work is focused on probabilistic models of perception and action in naturalistic sequential tasks. To understand the uncertainties, intrinsic costs of behavior, and subjective internal models involved in these tasks, I develop and apply computational modeling techniques including inverse optimal control and Bayesian inference.

news

Mar 06, 2025 I successfully defended my PhD thesis Inverse normative modeling of continuous perception and action with distinction!
Oct 31, 2024 My shared first-author paper with Tobias Niehues “Inverse decision-making using neural amortized Bayesian actors” has been accepted at the International Conference on Learning Representations (ICLR) 2025. Preprint available!
Apr 04, 2024 My paper “If it looks like online control, it is probably model-based control” with Constantin Rothkopf has been accepted at the Annual Meeting of the Cognitive Science Society. Preprint on PsyArXiv available now!
Feb 08, 2024 I will be at VSS 2024 with three abstracts on continuous psychophysics, Bayesian modeling, and intuitive physics. Write me an email if you want to meet :)
Jan 12, 2024 New paper published in Nature Human Behaviour with Tobias Thomas, Fabian Tatai and others: Modelling dataset bias in machine-learned theories of economic decision-making.

latest posts

selected publications

  1. Inverse decision-making using neural amortized Bayesian actors
    Dominik Straub*, Tobias F. Niehues*, Jan Peters, and 1 more author
    International Conference on Learning Representations, 2025
  2. If it looks like online control, it is probably model-based control
    Dominik Straub, and Constantin A. Rothkopf
    In Proceedings of the Annual Meeting of the Cognitive Science Society, 2024
  3. Modelling dataset bias in machine-learned theories of economic decision-making
    Tobias Thomas, Dominik Straub, Fabian Tatai, and 4 more authors
    Nature Human Behaviour, 2024
  4. Probabilistic inverse optimal control for non-linear partially observable systems disentangles perceptual uncertainty and behavioral costs
    Dominik Straub*, Matthias Schultheis*, Heinz Koeppl, and 1 more author
    Advances in Neural Information Processing Systems, 2023
  5. Putting perception into action with inverse optimal control for continuous psychophysics
    Dominik Straub, and Constantin A. Rothkopf
    eLife, Sep 2022