publications

2024

1. arXiv

   Inverse decision-making using neural amortized Bayesian actors

   Dominik Straub*, Tobias F. Niehues*, Jan Peters, and 1 more author

   arXiv preprint, 2024

   Bib Preprint

   @article{straub2024inverse,
     title = {Inverse decision-making using neural amortized Bayesian actors},
     author = {Straub*, Dominik and Niehues*, Tobias F. and Peters, Jan and Rothkopf, Constantin A.},
     year = {2024},
   }

2. CogSci

   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

   Bib HTML PDF Preprint

   @inproceedings{straub2024if,
     title = {If it looks like online control, it is probably model-based control},
     author = {Straub, Dominik and Rothkopf, Constantin A.},
     booktitle = {Proceedings of the Annual Meeting of the Cognitive Science Society},
     volume = {46},
     year = {2024},
   }

3. NatHumBehav

   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

   Bib HTML PDF Code

   @article{thomas2024modeling,
     author = {Thomas, Tobias and Straub, Dominik and Tatai, Fabian and Shene, Megan and Tosik, T{\"u}mer and Kersting, Kristian and Rothkopf, Constantin A.},
     journal = {Nature Human Behaviour},
     year = {2024},
   }

2023

1. NeurIPS

   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

   Bib HTML PDF Code Preprint Talk

   @article{straub2023probabilistic,
     title = {Probabilistic inverse optimal control for non-linear partially observable systems disentangles perceptual uncertainty and behavioral costs},
     author = {Straub*, Dominik and Schultheis*, Matthias and Koeppl, Heinz and Rothkopf, Constantin A.},
     year = {2023},
     journal = {Advances in Neural Information Processing Systems},
     volume = {36},
   }

2. CogSci

   People use Newtonian physics in intuitive sensorimotor decisions under risk

   Fabian Tatai, Dominik Straub, and Constantin A. Rothkopf

   In Proceedings of the Annual Meeting of the Cognitive Science Society, 2023

   Bib HTML PDF

   @inproceedings{tatai2023people,
     title = {People use Newtonian physics in intuitive sensorimotor decisions under risk},
     author = {Tatai, Fabian and Straub, Dominik and Rothkopf, Constantin A.},
     booktitle = {Proceedings of the Annual Meeting of the Cognitive Science Society},
     year = {2023},
   }

3. PsycholRes

   People learn a two-stage control for faster locomotor interception.

   Huaiyong Zhao, Dominik Straub, and Constantin A. Rothkopf

   Psychological research, 2023

   Bib HTML PDF Data

   @article{zhao2023people,
     title = {People learn a two-stage control for faster locomotor interception.},
     author = {Zhao, Huaiyong and Straub, Dominik and Rothkopf, Constantin A.},
     journal = {Psychological research},
     year = {2023},
   }

2022

1. eLife

   Putting perception into action with inverse optimal control for continuous psychophysics

   Dominik Straub, and Constantin A. Rothkopf

   eLife, 2022

   Bib HTML PDF Code Preprint Talk

   @article{straub2022putting,
     title = {Putting perception into action with inverse optimal control for continuous psychophysics},
     author = {Straub, Dominik and Rothkopf, Constantin A.},
     editor = {Diedrichsen, Jörn and Gold, Joshua I},
     volume = {11},
     journal = {eLife},
     issn = {2050-084X},
     publisher = {eLife Sciences Publications, Ltd},
     year = {2022},
     month = sep,
     pub_date = {2022-09-29},
     pages = {e76635},
     citation = {eLife 2022;11:e76635},
     doi = {10.7554/eLife.76635},
     talk = {https://www.youtube.com/watch?v=3DbO9n6_mNE},
   }

2021

1. NeurIPS

   Inverse optimal control adapted to the noise characteristics of the human sensorimotor system

   Matthias Schultheis*, Dominik Straub*, and Constantin A. Rothkopf

   Advances in Neural Information Processing Systems, 2021

   Bib HTML PDF Code Preprint Talk

   @article{schultheis2021inverse,
     title = {Inverse optimal control adapted to the noise characteristics of the human sensorimotor system},
     author = {Schultheis*, Matthias and Straub*, Dominik and Rothkopf, Constantin A.},
     journal = {Advances in Neural Information Processing Systems},
     volume = {34},
     year = {2021},
   }

2. QJEP

   How do people steer a car to intercept a moving target: Interceptions in different environments point to one strategy

   Huaiyong Zhao, Dominik Straub, and Constantin A. Rothkopf

   Quarterly Journal of Experimental Psychology, 2021

   Bib HTML PDF

   @article{zhao2021people,
     title = {How do people steer a car to intercept a moving target: Interceptions in different environments point to one strategy},
     author = {Zhao, Huaiyong and Straub, Dominik and Rothkopf, Constantin A.},
     journal = {Quarterly Journal of Experimental Psychology},
     volume = {74},
     number = {10},
     pages = {1686--1696},
     year = {2021},
     publisher = {SAGE Publications Sage UK: London, England},
   }

3. FrontPsychol

   Looking for image statistics: active vision with avatars in a naturalistic virtual environment

   Dominik Straub, and Constantin A. Rothkopf

   Frontiers in psychology, 2021

   Bib HTML PDF Code Data

   @article{straub2021looking,
     title = {Looking for image statistics: active vision with avatars in a naturalistic virtual environment},
     author = {Straub, Dominik and Rothkopf, Constantin A.},
     journal = {Frontiers in psychology},
     volume = {12},
     pages = {431},
     year = {2021},
     publisher = {Frontiers},
   }

2019

1. JoV

   The visual control of interceptive steering: How do people steer a car to intercept a moving target?

   Huaiyong Zhao, Dominik Straub, and Constantin A. Rothkopf

   Journal of Vision, 2019

   Bib HTML PDF

   @article{zhao2019visual,
     title = {The visual control of interceptive steering: How do people steer a car to intercept a moving target?},
     author = {Zhao, Huaiyong and Straub, Dominik and Rothkopf, Constantin A.},
     journal = {Journal of Vision},
     volume = {19},
     number = {14},
     pages = {11--11},
     year = {2019},
     publisher = {The Association for Research in Vision and Ophthalmology},
   }