Publications

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 Conference Paper Learning planning strategies without feedback Srinivas, S., He, R., Lieder, F. July 2023 (Published) DOI URL BibTeX

Rationality Enhancement Conference Paper Toward a normative theory of (self-)management by goal-setting Singhi, N., Mohnert, F., Prystawski, B., Lieder, F. Proceedings of the Annual Meeting of the Cognitive Science Society, Annual Meeting of the Cognitive Science Society, July 2023 (Published) DOI URL BibTeX

Rationality Enhancement Conference Paper What are the mechanisms underlying metacognitive learning? He, R., Lieder, F. In July 2023 (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 Book Chapter Life Improvement Science Lieder, F., Prentice, M. In Encyclopedia of Quality of Life and Well-Being Research, Springer, November 2022 (Published) DOI BibTeX

Rationality Enhancement Conference Paper Which research topics are most important for promoting flourishing? Lieder, F. In Global Conference on Human Flourishing, Templeton World Charity Foundation, November 2022 (Published) DOI URL BibTeX

Rationality Enhancement Conference Paper A cautionary tale about AI-generated goal suggestions Lieder, F., Chen, P., Stojcheski, J., Consul, S., Pammer-Schindler, V. In MuC ’22: Proceedings of Mensch und Computer 2022 , :354-359, Mensch und Computer 2022 (MuC 2022) , September 2022 (Published) 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 Conference Paper Does deliberate prospection help students set better goals? Jähnichen, S., Weber, F., Prentice, M., Lieder, F. In 15th Biannual Meeting of the German Cognitive Science Society , :188-189 , 15th Biannual Meeting of the German Cognitive Science Society (KogWis 2022 – Understanding Minds) , September 2022 (Published) URL BibTeX

Rationality Enhancement Conference Paper Leveraging AI for effective to-do list gamification Consul, S., Stojcheski, J., Lieder, F. In Mensch und Computer 2022 – Workshopband MuC 2022 , Mensch und Computer 2022 (MuC 2022) : 5th International Workshop "Gam-R – Gamification Reloaded" , 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 Conference Paper Promoting value-congruent action by supporting effective metacognitive emotion-regulation strategies with a gamified app Amo, V., Prentice, M., Lieder, F. Society for Personality and Social Psychology (SPSP) Annual Convention 2022, San Francisco, USA, Society for Personality and Social Psychology (SPSP) Annual Convention, February 2022 () 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 Conference Paper Evaluating Life Reflection Techniques to Help People Select Virtuous Life Goals Prentice, M., Gonzalez Cruz, H., Lieder, F. Integrating Research on Character and Virtues: 10 Years of Impact, Oriel College, Oxford, Integrating Research on Character and Virtues: 10 Years of Impact, January 2022, Accepted (Accepted) BibTeX

Rationality Enhancement Conference Paper Promoting metacognitive learning through systematic reflection Becker, F., Lieder, F. Workshop on Metacognition in the Age of AI. Thirty-fifth Conference on Neural Information Processing Systems, 35th Conference on Neural Information Processing Systems (NeurIPS 2021), December 2021 (Published) 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 Conference Paper Have I done enough planning or should I plan more? He, R., Jain, Y. R., Lieder, F. Workshop on Metacognition in the Age of AI. Thirty-fifth Conference on Neural Information Processing Systems, Long Paper, Workshop on Metacognition in the Age of AI. Thirty-fifth Conference on Neural Information Processing Systems, December 2021, Accepted (Accepted) 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 Conference Paper Encouraging far-sightedness with automatically generated descriptions of optimal planning strategies: Potentials and Limitations Becker, F., Skirzynski, J. M., van Opheusden, B., Lieder, F. Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, Online, Annual Meeting of the Cognitive Science Society, July 2021 (Published) URL BibTeX

Rationality Enhancement Talk Improving Human Decision-Making by Discovering Efficient Strategies for Hierarchical Planning Heindrich, L., Consul, S., Stojcheski, J., Lieder, F. Tübingen, Germany, The first edition of Life Improvement Science Conference, June 2021, Accepted (Accepted) BibTeX

Rationality Enhancement Conference Paper Leveraging AI to support the self-directed learning of disadvantaged youth in developing countries Teo, J., Pauly, R., Heindrich, L., Amo, V., Lieder, F. The first Life Improvement Science Conference, Tübingen, Germany, The first Life Improvement Science Conference, June 2021, Accepted (Accepted) BibTeX

Rationality Enhancement Poster Promoting metacognitive learning through systematic reflection Frederic Becker, , Lieder, F. The first edition of Life Improvement Science Conference, June 2021 (Published) 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 Conference Paper ’What Do You Want in Life and How Can You Get There?’ An Evaluation of a Hierarchical Goal-Setting Chatbot González Cruz, H., Prentice, M., Lieder, F. 13th Annual meeting of the Society for the Science of Motivation, Abstract of presentation at the 13th SSM Virtual Congress, Society for the Science of Motivation, Virtual Congress, May 2021 (Published) BibTeX

Rationality Enhancement Conference Paper Evaluating Life Reflection Techniques to Help People Set Better Value-Driven Life Goals Prentice, M., González Cruz, H., Lieder, F. 13th Annual Conference of the Society for the Science of Motivation, Society for the Science of Motivation, 13th Annual Conference of the Society for the Science of Motivation , May 2021 () BibTeX

Rationality Enhancement Technical Report Toward a Science of Effective Well-Doing Lieder, F., Prentice, M., Corwin-Renner, E. May 2021 () Preprint 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 Conference Paper Measuring and modelling how people learn how to plan and how people adapt their planning strategies the to structure of the environment He, R., Jain, Y. R., Lieder, F. International Conference on Cognitive Modeling, International Conference on Cognitive Modeling, 2021 () 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 Conference Paper A Gamified App that Helps People Overcome Self-Limiting Beliefs by Promoting Metacognition Amo, V., Lieder, F. SIG 8 Meets SIG 16, SIG 8 Meets SIG 16, September 2020, Accepted (Accepted) A gamified app that helps people overcome self-limiting beliefs by promoting metacognition BibTeX

Rationality Enhancement Technical Report Optimal To-Do List Gamification Stojcheski, J., Felso, V., Lieder, F. ArXiv Preprint, 2020 (Published) DOI URL BibTeX

Rationality Enhancement Software Workshop Conference Paper How to navigate everyday distractions: Leveraging optimal feedback to train attention control Wirzberger, M., Lado, A., Eckerstorfer, L., Oreshnikov, I., Passy, J., Stock, A., Shenhav, A., Lieder, F. Proceedings of the 42nd Annual Meeting of the Cognitive Science Society, Cognitive Science Society, July 2020 () How to navigate everyday distractions: Leveraging optimal feedback to train attention control DOI BibTeX

Rationality Enhancement Conference Paper Leveraging Machine Learning to Automatically Derive Robust Planning Strategies from Biased Models of the Environment Kemtur, A., Jain, Y. R., Mehta, A., Callaway, F., Consul, S., Stojcheski, J., Lieder, F. Proceedings of the 42nd Annual Meeting of the Cognitive Science Society, Cognitive Science Society, CogSci, July 2020, Anirudha Kemtur and Yash Raj Jain contributed equally to this publication. (Published) Leveraging Machine Learning to Automatically Derive Robust Planning Strategies from Biased Models of the Environment BibTeX

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