2023
Maier, M., Cheung, V., Bartos, F., Lieder, F.
Learning from Consequences Shapes Reliance on Moral Rules vs. Cost-Benefit Reasoning
April 2023 (article) Submitted
Becker, F., Wirzberger, M., Pammer-Schindler, V., Srinivas, S., Lieder, F.
Systematic metacognitive reflection helps people discover far-sighted decision strategies: a process-tracing experiment
Judgment and Decision Making, March 2023 (article) Accepted
Amo, V., Prentice, M., Lieder, F.
Formative assessment of the InsightApp: An ecological momentary intervention that helps people develop (meta-)cognitive skills to cope with stressful situations and difficult emotions
JMIR Formative Research, March 2023 (article) Accepted
Skirzynski, J., Jain, Y. R., Lieder, F.
Automatic discovery and description of human planning strategies
Behavior Research Methods, January 2023 (article) Accepted
2022
Wirzberger, M., Lado, A., Prentice, M., Oreshnikov, I., Passy, J., Stock, A., Lieder, F.
Can we improve self-regulation during computer-based work with optimal feedback?
Behaviour & Information Technology, November 2022 (article) Submitted
He, R., Lieder, F.
Learning-induced changes in people’s planning strategies
November 2022 (article) Submitted
Lieder, F., Chen, P., Prentice, M., Amo, V., Tošić, M.
A mathematical principle for the gamification of behavior change
JMIR Preprints, JMIR Publications, October 2022 (article)
Lieder, F., Chen, P., Stojcheski, J., Consul, S., Pammer-Schindler, V.
A cautionary tale about AI-generated goal suggestions
Mensch und Computer, September 2022 (article) Accepted
Jähnichen, S., Weber, F., Prentice, M., Lieder, F.
Does deliberate prospection help students set better goals?
KogWis 2022 "Understanding Minds", September 2022 (poster) Accepted
Lieder, F., Prentice, M., Corwin-Renner, E.
An interdisciplinary synthesis of research on understanding and promoting well-doing
Social and Personality Psychology Compass, e12704, August 2022 (article)
Becker, F., Skirzyński, J., van Opheusden, B., Lieder, F.
Boosting human decision-making with AI-generated decision aids
Computational Brain & Behavior, 5(4):467-490, July 2022 (article)
Mehta, A., Jain, Y. R., Kemtur, A., Stojcheski, J., Consul, S., Tosic, M., Lieder, F.
Leveraging machine learning to automatically derive robust decision strategies from imperfect models of the real world
Computational Brain & Behavior, Springer Nature, June 2022 (article)
Consul, S., Heindrich, L., Stojcheski, J., Lieder, F.
Improving Human Decision-Making by Discovering Efficient Strategies for Hierarchical Planning
Computational Brain & Behavior, 5(1), Springer, April 2022 (article)
Callaway, F., Opheusden, B. V., Gul, S., Das, P., Krueger, P. M., Griffiths, T. L., Lieder, F.
Rational use of cognitive resources in human planning
Nature Human Behaviour, April 2022 (article) Accepted
Pauly, R., Heindrich, L., Amo, V., Lieder, F.
What to learn next? Aligning gamification rewards to long-term goals using reinforcement learning
March 2022 (article) Accepted
Callaway, F., Jain, Y. R., Opheusden, B. V., Das, P., Iwama, G., Gul, S., Krueger, P. M., Becker, F., Griffiths, T. L., Lieder, F.
Leveraging artificial intelligence to improve people’s planning strategies
119(12), PNAS, March 2022 (article)
Krueger, P., Callaway, F., Gul, S., Griffiths, T., Lieder, F.
Discovering Rational Heuristics for Risky Choice
PsyArXiv Preprints, January 2022 (article) Submitted
Jain, Y. R., Callaway, F., Griffiths, T. L., Dayan, P., He, R., Krueger, P. M., Lieder, F.
A Computational Process-Tracing Method for Measuring People’s Planning Strategies and How They Change Over Time
Behavior Research Methods, 2022 (article) In press
2021
Prystawski, B., Mohnert, F., Tošić, M., Lieder, F.
Resource-Rational Models of Human Goal Pursuit
Topics in Cognitive Science, Online, Wiley Online Library, August 2021 (article)
Frederic Becker, , Lieder, F.
Promoting metacognitive learning through systematic reflection
The first edition of Life Improvement Science Conference, June 2021 (poster)
Heindrich, L., Consul, S., Stojcheski, J., Lieder, F.
Improving Human Decision-Making by Discovering Efficient Strategies for Hierarchical Planning
Tübingen, Germany, The first edition of Life Improvement Science Conference, June 2021 (talk) Accepted
Lieder, F., Iwama, G.
Toward a Formal Theory of Proactivity
Cognitive, Affective, & Behavioral Neuroscience, 42(999):999-1000, Springer, March 2021 (article)
Skirzyński, J., Becker, F., Lieder, F.
Automatic Discovery of Interpretable Planning Strategies
Machine Learning, 2021 (article)
Bustamante, L., Lieder, F., Musslick, S., Shenhav, A., Cohen, J.
Learning to Overexert Cognitive Control in a Stroop Task
Cognitive, Affective, & Behavioral Neuroscience, January 2021, Laura Bustamante and Falk Lieder contributed equally to this publication. (article)
Brohmer, H., Eckerstorfer, L. V., van Aert, R. C., Corcoran, K.
Do Behavioral Observations Make People Catch the Goal? A Meta-Analysis on Goal Contagion
International Review of Social Psychology , 34(1):3, Online, January 2021 (article)
Iwama, G., Weber, F., Prentice, M., Lieder, F.
Development and Validation of a Goal Characteristics Questionnaire
Collabra Psychology, 2021 (article) Submitted
Milli, S., Lieder, F., Griffiths, T. L.
A Rational Reinterpretation of Dual Process Theories
Cognition, 2021 (article)
2020
Kemtur, A., Jain, Y. R., Mehta, A., Callaway, F., Consul, S., Stojcheski, J., Lieder, F.
Improving Human Decision-Making using Metalevel-RL and Bayesian Inference
NeurIPS Workshop on Challenges for Real-World RL, December 2020 (article) Accepted
Lieder, F., Griffiths, T. L.
Advancing Rational Analysis to the Algorithmic Level
Behavioral and Brain Sciences, 43, E27, Cambridge University Press, March 2020 (article)
Lieder, F., Griffiths, T. L.
Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources
Behavioral and Brain Sciences, 43, E1, February 2020 (article)
2019
Griffiths, T. L., Callaway, F., Chang, M. B., Grant, E., Krueger, P. M., Lieder, F.
Doing More with Less: Meta-Reasoning and Meta-Learning in Humans and Machines
Current Opinion in Behavioral Sciences, 29, pages: 24-30, October 2019 (article)
Lieder, F., Chen, O. X., Krueger, P. M., Griffiths, T. L.
Cognitive Prostheses for Goal Achievement
Nature Human Behavior, 3, August 2019 (article)
2018
Lieder, F., Shenhav, A., Musslick, S., Griffiths, T. L.
Rational metareasoning and the plasticity of cognitive control
PLOS Computational Biology, 14(4):e1006043, Public Library of Science, April 2018 (article)
Lieder, F., Griffiths, T. L., Hsu, M.
Over-Representation of Extreme Events in Decision Making Reflects Rational Use of Cognitive Resources
Psychological Review, 125(1):1-32, January 2018 (article)
Reichman, D., Lieder, F., Bourgin, D. D., Talmon, N., Griffiths, T. L.
The Computational Challenges of Pursuing Multiple Goals: Network Structure of Goal Systems Predicts Human Performance
PsyArXiv, 2018 (article)
2017
Lieder, F., Griffiths, T. L.
Strategy selection as rational metareasoning
Psychological Review, 124, pages: 762-794, American Psychological Association, November 2017 (article)
Lieder, F., Griffiths, T. L., Huys, Q. J. M., Goodman, N. D.
Empirical Evidence for Resource-Rational Anchoring and Adjustment
Psychonomic Bulletin \& Review, 25, pages: 775-784, Springer, May 2017 (article)
Lieder, F., Krueger, P. M., Callaway, F., Griffiths, T. L.
A computerized training program for teaching people how to plan better
PsyArXiv, 2017 (article)
Shenhav, A., Musslick, S., Lieder, F., Kool, W., Griffiths, T., Cohen, J., Botvinick, M.
Toward a rational and mechanistic account of mental effort
Annual Review of Neuroscience, 40, pages: 99-124, Annual Reviews, 2017 (article)
Lieder, F., Griffiths, T. L., Huys, Q. J. M., Goodman, N. D.
The anchoring bias reflects rational use of cognitive resources
Psychonomic Bulletin \& Review, 25, pages: 762-794, Springer, 2017 (article)
2015
Lieder, F., Griffiths, T. L.
Model-Based Strategy Selection Learning
The 2nd Multidisciplinary Conference on Reinforcement Learning and Decision Making, 2015 (article)
Lieder, F., Goel, S., Kwan, R., Griffiths, T. L.
The optimism bias may support rational action
NIPS 2015 Workshop on Bounded Optimality and Rational Metareasoning, 2015 (article)
Griffiths, T. L., Lieder, F., Goodman, N. D.
Rational use of cognitive resources: Levels of analysis between the computational and the algorithmic
Topics in Cognitive Science, 7(2):217-229, Wiley, 2015 (article)
2013
Lieder, F., Daunizeau, J., Garrido, M. I., Friston, K. J., Stephan, K. E.
Modelling trial-by-trial changes in the mismatch negativity
{PLoS} {C}omputational {B}iology, 9(2):e1002911, Public Library of Science, 2013 (article)
Lieder, F., Stephan, K. E., Daunizeau, J., Garrido, M. I., Friston, K. J.
A neurocomputational model of the mismatch negativity
{PLoS Computational Biology}, 9(11):e1003288, Public Library of Science, 2013 (article)
2012
Lieder, F., Griffiths, T. L., Goodman, N. D.
Burn-in, bias, and the rationality of anchoring
Advances in Neural Information Processing Systems 25, pages: 2699-2707, 2012 (article)
2006
Petersen, L., Lieder, F.
Die Effektivität von schriftlichen und graphischen Warnhinweisen auf Zigarettenschachteln
Zeitschrift für Sozialpsychologie, 37(4):245-258, Verlag Hans Huber, 2006 (article)
Callawaya, F., Opheusdena, B. V., Gulb, S., Dasc, P., Kruegera, P., Lieder, F., Griffiths, T. L.
Human Planning as Optimal Information Seeking
(article) Submitted