2024

Ibs, Inga ; Ott, Claire ; Jäkel, Frank ; Rothkopf, Constantin A. (2024)
From human explanations to explainable AI: Insights from constrained optimization.
In: Cognitive Systems Research, 88
doi: 10.1016/j.cogsys.2024.101297
Artikel, Bibliographie

2023

Trick, Susanne ; Rothkopf, Constantin A. ; Jäkel, Frank (2023)
A Normative Model for Bayesian Combination of Subjective Probability Estimates.
In: Judgment and Decision Making, 2023 (18)
doi: 10.1017/jdm.2023.39
Artikel, Bibliographie

2022

Schultheis, Matthias ; Rothkopf, Constantin A. ; Koeppl, Heinz (2022)
Reinforcement Learning with Non-Exponential Discounting.
36th Conference on Neural Information Processing Systems (NeurIPS 2022). New Orleans, USA (28.11.-09.12.2022)
Konferenzveröffentlichung, Bibliographie

Straub, Dominik ; Rothkopf, Constantin A. (2022)
Putting perception into action with inverse optimal control for continuous psychophysics.
In: eLife, 11
doi: 10.7554/eLife.76635
Artikel, Bibliographie

Trick, Susanne ; Rothkopf, Constantin A. (2022)
Bayesian Classifier Fusion with an Explicit Model of Correlation.
The 25th International Conference on Artificial Intelligence. Valencia, Spain (30.03.2022-01.04.2022)
Konferenzveröffentlichung, Bibliographie

Trick, Susanne ; Herbert, Franziska ; Rothkopf, Constantin A. ; Koert, Dorothea (2022)
Interactive Reinforcement Learning With Bayesian Fusion of Multimodal Advice.
In: IEEE Robotics and Automation Letters, 7 (3)
doi: 10.1109/LRA.2022.3182100
Artikel, Bibliographie

Schramowski, Patrick ; Turan, Cigdem ; Andersen, Nico ; Rothkopf, Constantin A. (2022)
Large pre-trained language models contain human-like biases of what is right and wrong to do.
In: Nature Machine Intelligence, 4 (3)
doi: 10.1038/s42256-022-00458-8
Artikel, Bibliographie

Wroblewski, Adrian ; Hollandt, Maike ; Yang, Yunbo ; Ridderbusch, Isabelle C. ; Pietzner, Anne ; Szeska, Christoph ; Lotze, Martin ; Wittchen, Hans-Ulrich ; Heinig, Ingmar ; Pittig, Andre ; Arolt, Volker ; Koelkebeck, Katja ; Rothkopf, Constantin A. ; Adolph, Dirk ; Markgraf, Jürgen ; Lueken, Ulrike ; Pauli, Paul ; Herrmann, Martin J. ; Winkler, Markus H. ; Ströhle, Andreas ; Dannlowski, Udo ; Kircher, Tilo ; Hamm, Alfons O. ; Straube, Benjamin ; Richter, Jan (2022)
Sometimes I feel the fear of uncertainty: How intolerance of uncertainty and trait anxiety impact fear acquisition, extinction and the return of fear.
In: International Journal of Psychophysiology, 181
doi: 10.1016/j.ijpsycho.2022.09.001
Artikel, Bibliographie

2021

Zhao, Huaiyong ; Straub, Dominik ; Rothkopf, Constantin A. (2021)
How do people steer a car to intercept a moving target: Interceptions in different environments point to one strategy.
In: Quarterly Journal of Experimental Psychology, 74 (10)
doi: 10.1177/17470218211007480
Artikel, Bibliographie

Kadner, Florian ; Keller, Yannik ; Rothkopf, Constantin A. (2021)
AdaptiFont:Increasing Individuals’ Reading Speed with a Generative Font Model and Bayesian Optimization.
2021 CHI Conference on Human Factors in Computing Systems. Yokohama Japan (08.05.2021-13.05.2021)
doi: 10.1145/3411764.3445140
Konferenzveröffentlichung, Bibliographie

Schultheis, Matthias ; Straub, Dominik ; Rothkopf, Constantin A. (2021)
Inverse optimal control adapted to the noise characteristics of the human sensorimotor system.
Conference on Neural Information Processing Systems. Schloss Dagstuhl, Saarland, Germany, virtuell (06.12.2021-14.12.2021)
Konferenzveröffentlichung, Bibliographie

Straub, Dominik ; Rothkopf, Constantin A. (2021)
Looking for Image Statistics: Active Vision With Avatars in a Naturalistic Virtual Environment.
In: Frontiers in Psychology, 12
doi: 10.3389/fpsyg.2021.641471
Artikel, Bibliographie

Neupärtl, Nils ; Tatai, Fabian ; Rothkopf, Constantin A. (2021)
Naturalistic embodied interactions elicit intuitive physical behaviour in accordance with Newtonian physics.
In: Cognitive Neuropsychology, 38 (7-8)
doi: 10.1080/02643294.2021.2008890
Artikel, Bibliographie

2020

Turan, Cigdem ; Schramowski, Patrick ; Rothkopf, Constantin A. ; Kersting, Kristian (2020)
Alfie: An Interactive Robot with Moral Compass.
22nd ACM International Conference on Multimodal Interaction. Utrecht, the Netherlands (25.10.2020-29.10.2020)
doi: 10.1145/3382507.3421163
Konferenzveröffentlichung, Bibliographie

Frankenstein, Julia ; Kessler, Fabian ; Rothkopf, Constantin A. (2020)
Applying Psychophysics to Applied Spatial Cognition Research.
12th International Conference Spatial Cognition.. Riga, Latvia (26.08.2020-28.08.2020)
doi: 10.1007/978-3-030-57983-8_16
Konferenzveröffentlichung, Bibliographie

Neupärtl, Nils ; Tatai, Fabian ; Rothkopf, Constantin A. (2020)
Intuitive physical reasoning about objects’ masses transfers to a visuomotor decision task consistent with Newtonian physics.
In: PLOS Computational Biology, 16 (10)
doi: 10.1371/journal.pcbi.1007730
Artikel, Bibliographie

2019

Araslanov, Nikita ; Rothkopf, Constantin A. ; Roth, Stefan (2019)
Actor-Critic Instance Segmentation.
IEEE Conference on Computer Vision and Pattern Recognition.
Konferenzveröffentlichung, Bibliographie

Koert, Dorothea ; Pajarinen, Joni ; Schotschneider, Albert ; Trick, Susanne ; Rothkopf, Constantin A. ; Peters, Jan (2019)
Learning Intention Aware Online Adaptation of Movement Primitives.
In: IEEE Robotics and Automation Letters, 4 (4)
doi: 10.1109/lra.2019.2928760
Artikel, Bibliographie

Hoppe, David ; Rothkopf, Constantin A. (2019)
Multi-step planning of eye movements in visual search.
In: Scientific reports, 9 (1)
Artikel, Bibliographie

Trick, Susanne ; Koert, Dorothea ; Peters, Jan ; Rothkopf, Constantin A. (2019)
Multimodal Uncertainty Reduction for Intention Recognition in Human-Robot Interaction.
2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). Macau, China (03.11.2019-08.11.2019)
doi: 10.1109/iros40897.2019.8968171
Konferenzveröffentlichung, Bibliographie

Kersting, Kristian ; Lampert, Christoph H. ; Rothkopf, Constantin A. (2019)
Wie Maschinen lernen : Künstliche Intelligenz verständlich erklärt.
doi: 10.1007/978-3-658-26763-6
Buch, Bibliographie

Zhao, Huaiyong ; Straub, Dominik ; Rothkopf, Constantin A. (2019)
The visual control of interceptive steering: How do people steer a car to intercept a moving target?
In: Journal of Vision, 19 (14)
doi: 10.1167/19.14.11
Artikel, Bibliographie

2018

Hrsg.: Rothkopf, Constantin A. ; Balfanz, Dirk ; Galuske, Ralf A. W. ; Jäkel, Frank ; Kersting, Kristian ; Macke, J. ; Mohler, B. (2018)
Computational Approaches to Cognitive Science.
Konferenzveröffentlichung, Bibliographie

Hoppe, David ; Helfmann, Stefan ; Rothkopf, Constantin A. (2018)
Humans quickly learn to blink strategically in response to environmental task demands.
In: Proceedings of the National Academy of Sciences, 115 (9)
Artikel, Bibliographie

Zhang, Ruohan ; Zhang, Shun ; Tong, Matthew H. ; Cui, Yuchen ; Rothkopf, Constantin A. ; Ballard, Dana H. ; Hayhoe, Mary M. (2018)
Modeling sensory-motor decisions in natural behavior.
In: PLoS computational biology, 14 (10)
Artikel, Bibliographie

Zhang, Ruohan ; Zhang, Shun ; Tong, Matthew H. ; Cui, Yuchen ; Rothkopf, Constantin A. ; Ballard, Dana H. ; Hayhoe, Mary M. (2018)
Modeling sensory-motor decisions in natural behavior.
In: PLOS Computational Biology, 14 (10)
doi: 10.1371/journal.pcbi.1006518
Artikel, Bibliographie

Melnik, Andrew ; Schüler, Felix ; Rothkopf, Constantin A. ; König, Peter (2018)
The world as an external memory: the price of saccades in a sensorimotor task.
In: Frontiers in behavioral neuroscience, 12
Artikel, Bibliographie

2017

Schmitt, Felix ; Bieg, Hans-Joachim ; Herman, Michael ; Rothkopf, Constantin A. (2017)
I see what you see: Inferring sensor and policy models of human real-world motor behavior.
Thirty-First AAAI Conference on Artificial Intelligence.
Konferenzveröffentlichung, Bibliographie

2016

Belousov, Boris ; Neumann, Gerhard ; Rothkopf, Constantin A. ; Peters, Jan R. (2016)
Catching heuristics are optimal control policies.
30th Conference on Neural Information Processing Systems. Barcelona, Spain (05.12.2016-10.12.2016)
Konferenzveröffentlichung, Bibliographie

Hoppe, David ; Rothkopf, Constantin A. (2016)
Learning rational temporal eye movement strategies.
In: Proceedings of the National Academy of Sciences, 113 (29)
Artikel, Bibliographie

Rothkopf, Constantin A. (2016)
Minimal Sequential Gaze Models for Inferring Walkers’ Tasks.
doi: 10.1145/2957265.2965015
Konferenzveröffentlichung, Bibliographie

2013

Rothkopf, Constantin A. ; Ballard, Dana H. (2013)
Modular inverse reinforcement learning for visuomotor behavior.
In: Biological cybernetics, 107 (4)
Artikel, Bibliographie