Planning in the brain

MG Mattar, M Lengyel - Neuron, 2022 - cell.com
Recent breakthroughs in artificial intelligence (AI) have enabled machines to plan in tasks
previously thought to be uniquely human. Meanwhile, the planning algorithms implemented …

Doing more with less: meta-reasoning and meta-learning in humans and machines

TL Griffiths, F Callaway, MB Chang, E Grant… - Current Opinion in …, 2019 - Elsevier
Artificial intelligence systems use an increasing amount of computation and data to solve
very specific problems. By contrast, human minds solve a wide range of problems using a …

Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources

F Lieder, TL Griffiths - Behavioral and brain sciences, 2020 - cambridge.org
Modeling human cognition is challenging because there are infinitely many mechanisms
that can generate any given observation. Some researchers address this by constraining the …

Human representation learning

A Radulescu, YS Shin, Y Niv - Annual Review of Neuroscience, 2021 - annualreviews.org
The central theme of this review is the dynamic interaction between information selection
and learning. We pose a fundamental question about this interaction: How do we learn what …

Fixation patterns in simple choice reflect optimal information sampling

F Callaway, A Rangel, TL Griffiths - PLoS computational biology, 2021 - journals.plos.org
Simple choices (eg, eating an apple vs. an orange) are made by integrating noisy evidence
that is sampled over time and influenced by visual attention; as a result, fluctuations in visual …

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 …

Cognitive prostheses for goal achievement

F Lieder, OX Chen, PM Krueger, TL Griffiths - Nature human behaviour, 2019 - nature.com
Procrastination takes a considerable toll on people's lives, the economy and society at large.
Procrastination is often a consequence of people's propensity to prioritize their immediate …

Multi-step planning in the brain

KJ Miller, SJC Venditto - Current Opinion in Behavioral Sciences, 2021 - Elsevier
Decisions in the natural world are rarely made in isolation. Each action that an organism
selects will affect the future situations in which it finds itself, and those situations will in turn …

The division of labor in communication: Speakers help listeners account for asymmetries in visual perspective

RD Hawkins, H Gweon, ND Goodman - Cognitive science, 2021 - Wiley Online Library
Recent debates over adults' theory of mind use have been fueled by surprising failures of
perspective‐taking in communication, suggesting that perspective‐taking may be relatively …

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 …