re Jain, Y. R., Gupta, S., Rakesh, V., Dayan, P., Callaway, F., Lieder, F. How do people learn how to plan? Conference on Cognitive Computational Neuroscience, September 2019 (conference)

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re Xu, L., Wirzberger, M., Lieder, F. How should we incentivize learning? An optimal feedback mechanism for educational games and online courses 41st Annual Meeting of the Cognitive Science Society, July 2019 (conference)

[BibTex]

re Mohnert, F., Pachur, T., Lieder, F. What’s in the Adaptive Toolbox and How Do People Choose From It? Rational Models of Strategy Selection in Risky Choice 41st Annual Meeting of the Cognitive Science Society, July 2019 (conference)

[BibTex]

re Jain, Y. R., Callaway, F., Lieder, F. Measuring how people learn how to plan RLDM 2019, July 2019 (conference)

[BibTex]

re Jain, Y. R., Callaway, F., Lieder, F. Measuring how people learn how to plan 41st Annual Meeting of the Cognitive Science Society, July 2019 (conference)

[BibTex]

re Lieder, F., Callaway, F., Jain, Y., Krueger, P., Das, P., Gul, S., Griffiths, T. A cognitive tutor for helping people overcome present bias RLDM 2019, July 2019 (conference)

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re Iwama, G., Greenberg, S., Moore, D., Lieder, F. Introducing the Decision Advisor: A simple online tool that helps people overcome cognitive biases and experience less regret in real-life decisions 40th Annual Meeting of the Society for Judgement and Decision Making, June 2019 (conference)

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re Iwama, G. Y., Wirzberger, M., Lieder, F. The Goal Characteristics (GC) questionannaire: A comprehensive measure for goals’ content, attainability, interestingness, and usefulness 40th Annual Meeting of the Society for Judgement and Decision Making, June 2019 (conference)

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re Lieder, F., Griffiths, T. L. Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources Behavioral and Brain Sciences, 2019 (article)

DOI [BibTex]

re Griffiths, T., Callaway, F., Chang, M., 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, 2019 (article)

DOI [BibTex]

re Mohnert, F., Tosic, M., Lieder, F. Testing Computational Models of Goal Pursuit 2019 (conference)

[BibTex]

re Lieder, F., Chen, O. X., Krueger, P. M., Griffiths, T. Cognitive Prostheses for Goal Achievement Nature Human Behavior, 2019 (article)

DOI [BibTex]

re Das, P., Callaway, F., Griffiths, T., Lieder, F. Remediating cognitive decline with cognitive tutors RLDM 2019, 2019 (conference)

[BibTex]

re Milli, S., Lieder, F., Griffiths, T. A rational reinterpretation of dual process theories 2019 (article)

DOI [BibTex]

re Lieder, F., Callaway, F., Krueger, P. M., Das, P., Griffiths, T. L., Gul, S. Discovering and Teaching Optimal Planning Strategies In The 14th biannual conference of the German Society for Cognitive Science, GK, September 2018 (inproceedings)

Project Page [BibTex]

re Gul, S., Krueger, P. M., Callaway, F., Griffiths, T. L., Lieder, F. Discovering Rational Heuristics for Risky Choice The 14th biannual conference of the German Society for Cognitive Science, GK, The 14th biannual conference of the German Society for Cognitive Science, GK, September 2018 (conference)

Project Page [BibTex]

re Callaway, F., Gul, S., Krueger, P., Griffiths, T. L., Lieder, F. Learning to select computations In Uncertainty in Artificial Intelligence: Proceedings of the Thirty-Fourth Conference, 2018 (inproceedings)

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re 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)

DOI [BibTex]

re 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, 2018 (article)

Project Page [BibTex]

re Lieder, F. Beyond bounded rationality: Reverse-engineering and enhancing human intelligence University of California, Berkeley, 2018 (phdthesis)

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re 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, 2018 (article)

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re Callaway, F., Lieder, F., Das, P., Gul, S., Krueger, P. M., Griffiths, T. L. A resource-rational analysis of human planning In Proceedings of the 40th Annual Conference of the Cognitive Science Society, 2018 (inproceedings)

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re Lieder, F., Griffiths, T. L. Optimal gamification can help people procrastinate less Annual Meeting of the Society for Judgment and Decision Making, Annual Meeting of the Society for Judgment and Decision Making, November 2017 (conference)

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re 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, 2017 (article)

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re Lieder, F., Krueger, P. M., Callaway, F., Griffiths, T. L. A reward shaping method for promoting metacognitive learning In Proceedings of the Third Multidisciplinary Conference on Reinforcement Learning and Decision-Making, 2017 (inproceedings)

Project Page [BibTex]

re Lieder, F., Griffiths, T. Strategy selection as rational metareasoning Psychological Review, 124, pages: 762-794, American Psychological Association, 2017 (article)

Project Page [BibTex]

re Lieder, F., Krueger, P. M., Callaway, F., Griffiths, T. L. A computerized training program for teaching people how to plan better PsyArXiv, 2017 (article)

Project Page [BibTex]

re Milli, S., Lieder, F., Griffiths, T. L. When does bounded-optimal metareasoning favor few cognitive systems? In AAAI Conference on Artificial Intelligence, 31, 2017 (inproceedings)

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re Bourgin, D., Lieder, F., Reichman, D., Talmon, N., Griffiths, T. The Structure of Goal Systems Predicts Human Performance In Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017 (inproceedings)

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re Bustamante, L., Lieder, F., Musslick, S., Shenhav, A., Cohen, J. Learning to (mis) allocate control: maltransfer can lead to self-control failure In The 3rd Multidisciplinary Conference on Reinforcement Learning and Decision Making. Ann Arbor, Michigan, 2017 (inproceedings)

[BibTex]

re 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)

Project Page [BibTex]

re Lieder, F., Krueger, P. M., Griffiths, T. L. An automatic method for discovering rational heuristics for risky choice In Proceedings of the 39th Annual Meeting of the Cognitive Science Society. Austin, TX: Cognitive Science Society, 2017 (inproceedings)

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re Callaway, F., Lieder, F., Krueger, P. M., Griffiths, T. L. Mouselab-MDP: A new paradigm for tracing how people plan In The 3rd multidisciplinary conference on reinforcement learning and decision making, 2017 (inproceedings)

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re Krueger, P. M., Lieder, F., Griffiths, T. L. Enhancing metacognitive reinforcement learning using reward structures and feedback In Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017 (inproceedings)

Project Page Project Page [BibTex]

re 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)

[BibTex]

re Callaway, F., Lieder, F., Griffiths, T. L. Helping people choose subgoals with sparse pseudo rewards In Proceedings of the Third Multidisciplinary Conference on Reinforcement Learning and Decision Making, 2017 (inproceedings)

[BibTex]

re Lieder, F., Griffiths, T. L. Helping people make better decisions using optimal gamification In Proceedings of the 38th Annual Conference of the Cognitive Science Society, 2016 (inproceedings)

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re Hu, J., Lieder, F., Griffiths, T. L., Xu, F. Learning from others: Adult and child strategies in assessing conflicting ratings In Biennial Meeting of the Society for Research in Child Development, Philadelphia, Pennsylvania, USA, 2015 (inproceedings)

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re 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)

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re 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)

[BibTex]

re Lieder, F., Griffiths, T. L. When to use which heuristic: A rational solution to the strategy selection problem In Proceedings of the 37th Annual Conference of the Cognitive Science Society, 2015 (inproceedings)

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re Lieder, F., Sim, Z., Hu, J., Griffiths, T., Xu, F. Children and adults differ in their strategies for social learning In Proceedings of the 37th Annual Conference of the Cognitive Science Society, 2015 (inproceedings)

[BibTex]

re Lieder, F., Griffiths, T. L., Hsu, M. Utility-weighted sampling in decisions from experience In The 2nd Multidisciplinary Conference on Reinforcement Learning and Decision Making, 2015 (inproceedings)

[BibTex]

re Lieder, F., Griffiths, T. L. Model-based strategy selection learning The 2nd Multidisciplinary Conference on Reinforcement Learning and Decision Making, 2015 (article)

Project Page [BibTex]

re Lieder, F., Plunkett, D., Hamrick, J. B., Russell, S. J., Hay, N. J., Griffiths, T. L. Algorithm selection by rational metareasoning as a model of human strategy selection In Advances in Neural Information Processing Systems 27, 2014 (inproceedings)

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re Lieder, F., Hsu, M., Griffiths, T. L. The high availability of extreme events serves resource-rational decision-making In Proceedings of the 36th Annual Conference of the Cognitive Science Society, 2014 (inproceedings)

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re Diaconescu, A., Lieder, F., Mathys, C., Stephan, K. E. Layers of Abstraction: (Neuro)computational models of learning local and global statistical regularities In 20th Annual Meeting of the Organization for Human Brain Mapping, 2014 (inproceedings)

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re Lieder, F., Goodman, N. D., Huys, Q. J. M. Learned helplessness and generalization In 35th Annual Conference of the Cognitive Science Society, 2013 (inproceedings)

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re Lieder, F., Goodman, N. D., Griffiths, T. L. Reverse-Engineering Resource-Efficient Algorithms In NIPS Workshop Resource-Efficient Machine Learning, 2013 (inproceedings)

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re 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)

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