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Planning in the brain
Recent breakthroughs in artificial intelligence (AI) have enabled machines to plan in tasks
previously thought to be uniquely human. Meanwhile, the planning algorithms implemented …
previously thought to be uniquely human. Meanwhile, the planning algorithms implemented …
Human representation learning
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 …
and learning. We pose a fundamental question about this interaction: How do we learn what …
Computational rationality as a theory of interaction
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 …
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
Previous work has identified characteristic neural signatures of value-based decision-
making, including neural dynamics that closely resemble the ram** evidence …
making, including neural dynamics that closely resemble the ram** evidence …
Rational use of cognitive resources in human planning
Making good decisions requires thinking ahead, but the huge number of actions and
outcomes one could consider makes exhaustive planning infeasible for computationally …
outcomes one could consider makes exhaustive planning infeasible for computationally …
A meta-analysis on the effect of visual attention on choice.
Decision makers attend more to preferred choice options and to the ultimately chosen
option, but does visual attention influence preferences and choice? Several theories …
option, but does visual attention influence preferences and choice? Several theories …
A dynamic computational model of gaze and choice in multi-attribute decisions.
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 …
empirical finding is that people are more likely to choose the option that they have looked at …
Aligning human and robot representations
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 …
carry a coffee mug, a robot may consider movement efficiency or mug orientation in its …
Modeling eye movements during decision making: A review
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 …
movements during decision making. Eye movements offer a unique window on unobserved …
Neural mechanisms of information seeking
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 …
when more information is available at our fingertips than ever, the information we choose to …