Boosting human decision-making with AI-generated decision aids

F Becker, J Skirzyński, B van Opheusden… - Computational Brain & …, 2022 - Springer
Human decision-making is plagued by many systematic errors. Many of these errors can be
avoided by providing decision aids that guide decision-makers to attend to the important …

Systematic metacognitive reflection helps people discover far-sighted decision strategies: A process-tracing experiment

F Becker, M Wirzberger… - … and Decision Making, 2023 - cambridge.org
Short-sighted decisions can have devastating consequences, and teaching people to make
their decisions in a more far-sighted way is challenging. Previous research found that …

[PDF][PDF] Measuring and modelling how people learn how to plan and how people adapt their planning strategies the to structure of the environment

R He, YR Jain, F Lieder - International conference on cognitive modeling, 2021 - is.mpg.de
Often we find ourselves in unknown situations where we have to make a decision based on
reasoning upon experiences. However, it is still unclear how people choose which pieces of …

[PDF][PDF] Where do adaptive planning strategies come from

R He, F Lieder - Preprint. https://doi. org/10.13140/RG, 2022 - researchgate.net
People's planning strategies are astonishingly well adapted to the varied and complex
challenges they face daily. Where do those adaptive strategies come from? Do people …

[PDF][PDF] Learning-induced changes in people's planning strategies

R He, F Lieder - Preprint. https://doi. org/10.13140/RG, 2022 - researchgate.net
People's planning strategies are astonishingly well adapted to the varied and complex
challenges people face daily. How are people able to plan so adaptively despite their limited …

Leveraging machine learning to automatically derive robust decision strategies from imperfect knowledge of the real world

A Mehta, YR Jain, A Kemtur, J Stojcheski… - Computational Brain & …, 2022 - Springer
Teaching people clever heuristics is a promising approach to improve decision-making
under uncertainty. The theory of resource rationality makes it possible to leverage machine …

Leveraging ai to improve human planning in large partially observable environments

L Heindrich, S Consul, F Lieder - arXiv preprint arXiv:2302.02785, 2023 - arxiv.org
AI can not only outperform people in many planning tasks, but also teach them how to plan
better. All prior work was conducted in fully observable environments, but the real world is …

Dissecting the complexities of learning with infinite hidden Markov models

SA Bruijns, International Brain Laboratory, K Bougrova… - bioRxiv, 2023 - biorxiv.org
Learning to exploit the contingencies of a complex experiment is not an easy task for
animals. Individuals learn in an idiosyncratic manner, revising their approaches multiple …

Automatic discovery and description of human planning strategies

J Skirzyński, YR Jain, F Lieder - Behavior Research Methods, 2024 - Springer
Scientific discovery concerns finding patterns in data and creating insightful hypotheses that
explain these patterns. Traditionally, each step of this process required human ingenuity. But …

[PDF][PDF] Promoting metacognitive learning through systematic reflection

F Becker, F Lieder - NeurIPS Workshop on Metacognition in the Age of …, 2021 - loreggia.eu
People are able to learn clever cognitive strategies through trial and error from small
amounts of experience. This is facilitated by people's ability to reflect on their own thinking …