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 …

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 …

Computational rationality as a theory of interaction

A Oulasvirta, JPP Jokinen, A Howes - … of the 2022 CHI Conference on …, 2022 - dl.acm.org
How do people interact with computers? This fundamental question was asked by Card,
Moran, and Newell in 1983 with a proposition to frame it as a question about human …

Common neural choice signals can emerge artefactually amid multiple distinct value signals

R Frömer, MR Nassar, BV Ehinger… - Nature Human …, 2024 - nature.com
Previous work has identified characteristic neural signatures of value-based decision-
making, including neural dynamics that closely resemble the ram** evidence …

Rational use of cognitive resources in human planning

F Callaway, B van Opheusden, S Gul, P Das… - Nature Human …, 2022 - nature.com
Making good decisions requires thinking ahead, but the huge number of actions and
outcomes one could consider makes exhaustive planning infeasible for computationally …

A meta-analysis on the effect of visual attention on choice.

R Bhatnagar, JL Orquin - Journal of Experimental Psychology …, 2022 - psycnet.apa.org
Decision makers attend more to preferred choice options and to the ultimately chosen
option, but does visual attention influence preferences and choice? Several theories …

A dynamic computational model of gaze and choice in multi-attribute decisions.

X Yang, I Krajbich - Psychological Review, 2023 - psycnet.apa.org
When making decisions, how people allocate their attention influences their choices. One
empirical finding is that people are more likely to choose the option that they have looked at …

Aligning human and robot representations

A Bobu, A Peng, P Agrawal, JA Shah… - Proceedings of the 2024 …, 2024 - dl.acm.org
To act in the world, robots rely on a representation of salient task aspects: for example, to
carry a coffee mug, a robot may consider movement efficiency or mug orientation in its …

Modeling eye movements during decision making: A review

M Wedel, R Pieters, R van der Lans - psychometrika, 2023 - Springer
This article reviews recent advances in the psychometric and econometric modeling of eye-
movements during decision making. Eye movements offer a unique window on unobserved …

Neural mechanisms of information seeking

K Kobayashi, JW Kable - Neuron, 2024 - cell.com
We ubiquitously seek information to make better decisions. Particularly in the modern age,
when more information is available at our fingertips than ever, the information we choose to …