Leveraging artificial intelligence to improve people's planning strategies
F Callaway, YR Jain… - Proceedings of the …, 2022 - National Acad Sciences
Human decision making is plagued by systematic errors that can have devastating
consequences. Previous research has found that such errors can be partly prevented by …
consequences. Previous research has found that such errors can be partly prevented by …
Optimal metacognitive control of memory recall.
Most of us have experienced moments when we could not recall some piece of information
but felt that it was just out of reach. Research in metamemory has established that such …
but felt that it was just out of reach. Research in metamemory has established that such …
A computational process-tracing method for measuring people's planning strategies and how they change over time
One of the most unique and impressive feats of the human mind is its ability to discover and
continuously refine its own cognitive strategies. Elucidating the underlying learning and …
continuously refine its own cognitive strategies. Elucidating the underlying learning and …
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 …
their decisions in a more far-sighted way is challenging. Previous research found that …
[PDF][PDF] Where do adaptive planning strategies come from
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 …
challenges they face daily. Where do those adaptive strategies come from? Do people …
[PDF][PDF] Learning-induced changes in people's planning strategies
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 …
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
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 …
under uncertainty. The theory of resource rationality makes it possible to leverage machine …
Have I done enough planning or should I plan more?
People's decisions about how to allocate their limited computational resources are essential
to human intelligence. An important component of this metacognitive ability is deciding …
to human intelligence. An important component of this metacognitive ability is deciding …
[PDF][PDF] Promoting metacognitive learning through systematic reflection
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 …
amounts of experience. This is facilitated by people's ability to reflect on their own thinking …
What are the mechanisms underlying metacognitive learning in the context of planning?
How is it that humans can solve complex planning tasks so efficiently despite limited
cognitive resources? One reason is its ability to know how to use its limited computational …
cognitive resources? One reason is its ability to know how to use its limited computational …