Institute Homepage
Institute Homepage Sign In

Publications

DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation

Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group

Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award

Rationality Enhancement Article Evaluating the Effectiveness of the InsightApp: A Longitudinal Randomized Controlled Trial on Anxiety, Valued Action, and Psychological Resilience Amo, V., Lieder, F. JMIR Mental Health, 12:e57201, February 2025 (Published) DOI URL BibTeX
Rationality Enhancement Article Metacognitive Learning from Consequences of Past Choices Shapes Moral Decision-Making Maier, M., Cheung, V., Lieder, F. Nature Human Behaviour, December 2024, Submitted (Submitted) DOI BibTeX
Rationality Enhancement Article Gamification of Behavior Change: Mathematical Principle and Proof-of-Concept Study Lieder, F., Chen, P., Prentice, M., Amo, V., Tošić, M. JMIR Serious Games , 12, JMIR Publications, March 2024 (Published) DOI URL BibTeX
Rationality Enhancement Software Workshop Article Optimal feedback improves behavioral focus during self-regulated computer-based work. Wirzberger, M., Lado, A., Prentice, M., Oreshnikov, I., Passy, J., Stock, A., Lieder, F. Scientific Reports, 14:3134-, February 2024 (Published) DOI URL BibTeX
Rationality Enhancement Article Identifying Resource-Rational Heuristics for Risky Choice Krueger, P., Callaway, F., Gul, S., Griffiths, T., Lieder, F. Psychological Review, 2024 (Published) DOI URL BibTeX
Rationality Enhancement Article A Computational Process-Tracing Method for Measuring People’s Planning Strategies and How They Change Over Time Jain, Y. R., Callaway, F., Griffiths, T. L., Dayan, P., He, R., Krueger, P. M., Lieder, F. Behavior Research Methods, 55:20377-2079, June 2023 (Published) DOI URL BibTeX
Rationality Enhancement Article A gamified mobile app that helps people develop the metacognitive skills to cope with stressful situations and difficult emotions: Formative assessment of the InsightApp Amo, V., Prentice, M., Lieder, F. JMIR Formative Research, March 2023 (Published) DOI URL BibTeX
Rationality Enhancement Article Systematic metacognitive reflection helps people discover far-sighted decision strategies: a process-tracing experiment Becker, F., Wirzberger, M., Pammer-Schindler, V., Srinivas, S., Lieder, F. Judgment and Decision Making, March 2023 (Published) DOI BibTeX
Rationality Enhancement Article Automatic discovery and description of human planning strategies Skirzynski, J., Jain, Y. R., Lieder, F. Behavior Research Methods, January 2023 (Published) DOI URL BibTeX
Rationality Enhancement Article Learning-induced changes in people’s planning strategies He, R., Lieder, F. November 2022, Submitted (Submitted) DOI URL BibTeX
Rationality Enhancement Article An interdisciplinary synthesis of research on understanding and promoting well-doing Lieder, F., Prentice, M., Corwin-Renner, E. Social and Personality Psychology Compass, 16(9), September 2022 (Published) DOI URL BibTeX
Rationality Enhancement Article Boosting human decision-making with AI-generated decision aids Becker, F., Skirzyński, J., van Opheusden, B., Lieder, F. Computational Brain & Behavior, 5(4):467-490, July 2022 (Published) DOI BibTeX
Rationality Enhancement Article Leveraging machine learning to automatically derive robust decision strategies from imperfect models of the real world Mehta, A., Jain, Y. R., Kemtur, A., Stojcheski, J., Consul, S., Tosic, M., Lieder, F. Computational Brain & Behavior, 5:343-377, Springer Nature, June 2022 (Published) Leveraging Machine Learning to Automatically Derive Robust Decision Strategies from Imperfect Knowledge of the Real World DOI URL BibTeX
Rationality Enhancement Article Improving Human Decision-Making by Discovering Efficient Strategies for Hierarchical Planning Consul, S., Heindrich, L., Stojcheski, J., Lieder, F. Computational Brain & Behavior, 5:185-216, Springer, 2022 (Published) DOI URL BibTeX
Rationality Enhancement Article Rational use of cognitive resources in human planning Callaway, F., Opheusden, B. V., Gul, S., Das, P., Krueger, P. M., Griffiths, T. L., Lieder, F. Nature Human Behaviour, 6:1112-1125, April 2022 (Published) DOI URL BibTeX
Rationality Enhancement Article Leveraging artificial intelligence to improve people’s planning strategies Callaway, F., Jain, Y. R., Opheusden, B. V., Das, P., Iwama, G., Gul, S., Krueger, P. M., Becker, F., Griffiths, T. L., Lieder, F. 119(12), PNAS, March 2022 () DOI URL BibTeX
Rationality Enhancement Article What to learn next? Aligning gamification rewards to long-term goals using reinforcement learning Pauly, R., Heindrich, L., Amo, V., Lieder, F. March 2022, Accepted (Accepted) URL BibTeX
Rationality Enhancement Article Discovering Rational Heuristics for Risky Choice Krueger, P., Callaway, F., Gul, S., Griffiths, T., Lieder, F. PsyArXiv Preprints, January 2022, Submitted (Submitted) Discovering Rational Heuristics for Risky Choice DOI URL BibTeX
Rationality Enhancement Article A Rational Reinterpretation of Dual Process Theories Milli, S., Lieder, F., Griffiths, T. L. Cognition, 217, December 2021 (Published) DOI URL BibTeX
Rationality Enhancement Article Resource-Rational Models of Human Goal Pursuit Prystawski, B., Mohnert, F., Tošić, M., Lieder, F. Topics in Cognitive Science, 14(3):528-549 , Online, Wiley Online Library, August 2021 (Published) Resource-rational models of human goal pursuit DOI URL BibTeX
Rationality Enhancement Article Toward a Formal Theory of Proactivity Lieder, F., Iwama, G. Cognitive, Affective, & Behavioral Neuroscience, 42:490-508, Springer, June 2021 (Published) Toward a formal theory of proactivity DOI URL BibTeX
Rationality Enhancement Article Automatic Discovery of Interpretable Planning Strategies Skirzyński, J., Becker, F., Lieder, F. Machine Learning, 110:2641-2683, 2021 (Published) Automatic Discovery of Interpretable Planning Strategies The code for our algorithm and the experiments is available URL BibTeX
Rationality Enhancement Article Do Behavioral Observations Make People Catch the Goal? A Meta-Analysis on Goal Contagion Brohmer, H., Eckerstorfer, L. V., van Aert, R. C., Corcoran, K. International Review of Social Psychology , 34(1):3, Online, January 2021 (Published) DOI URL BibTeX
Rationality Enhancement Article Learning to Overexert Cognitive Control in a Stroop Task Bustamante, L., Lieder, F., Musslick, S., Shenhav, A., Cohen, J. Cognitive, Affective, & Behavioral Neuroscience, 21:453-471, January 2021, Laura Bustamante and Falk Lieder contributed equally to this publication. (Published) Learning to Overexert Cognitive Control in a Stroop Task Learning to Overexert Cognitive Control in a Stroop Tas DOI URL BibTeX
Rationality Enhancement Article Development and Validation of a Goal Characteristics Questionnaire Iwama, G., Weber, F., Prentice, M., Lieder, F. Collabra Psychology, 2021, Submitted (Submitted) DOI URL BibTeX
Rationality Enhancement Article Improving Human Decision-Making using Metalevel-RL and Bayesian Inference Kemtur, A., Jain, Y. R., Mehta, A., Callaway, F., Consul, S., Stojcheski, J., Lieder, F. NeurIPS Workshop on Challenges for Real-World RL, December 2020, Accepted (Accepted) Improving Human Decision-Making using Metalevel-RL and Bayesian Inference BibTeX
Rationality Enhancement Article Advancing Rational Analysis to the Algorithmic Level Lieder, F., Griffiths, T. L. Behavioral and Brain Sciences, 43, Cambridge University Press, March 2020 (Published) Advancing rational analysis to the algorithmic level DOI URL BibTeX
Rationality Enhancement Article Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources Lieder, F., Griffiths, T. L. Behavioral and Brain Sciences, 43, E1, February 2020 (Published) DOI BibTeX
Rationality Enhancement Article Doing More with Less: Meta-Reasoning and Meta-Learning in Humans and Machines Griffiths, T. L., Callaway, F., Chang, M. B., Grant, E., Krueger, P. M., Lieder, F. Current Opinion in Behavioral Sciences, 29:24-30, October 2019 (Published) DOI BibTeX
Rationality Enhancement Article Cognitive Prostheses for Goal Achievement Lieder, F., Chen, O. X., Krueger, P. M., Griffiths, T. L. Nature Human Behavior, 3, August 2019 (Published) DOI BibTeX