Rationalizing constraints on the capacity for cognitive control

S Musslick, JD Cohen - Trends in Cognitive Sciences, 2021 - cell.com
Humans are remarkably limited in:(i) how many control-dependent tasks they can execute
simultaneously, and (ii) how intensely they can focus on a single task. These limitations are …

Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals

T Flesch, DG Nagy, A Saxe… - PLoS computational …, 2023 - journals.plos.org
Humans can learn several tasks in succession with minimal mutual interference but perform
more poorly when trained on multiple tasks at once. The opposite is true for standard deep …

Policy compression: An information bottleneck in action selection

L Lai, SJ Gershman - Psychology of learning and motivation, 2021 - Elsevier
The brain has evolved to produce a diversity of behaviors under stringent computational
resource constraints. Given this limited capacity, how do biological agents balance reward …

Cognitive control as a multivariate optimization problem

H Ritz, X Leng, A Shenhav - Journal of Cognitive Neuroscience, 2022 - direct.mit.edu
A hallmark of adaptation in humans and other animals is our ability to control how we think
and behave across different settings. Research has characterized the various forms …

Orthogonal neural encoding of targets and distractors supports multivariate cognitive control

H Ritz, A Shenhav - Nature Human Behaviour, 2024 - nature.com
The complex challenges of our mental life require us to coordinate multiple forms of neural
information processing. Recent behavioural studies have found that people can coordinate …

An integrated model of semantics and control.

T Giallanza, D Campbell, JD Cohen… - Psychological …, 2024 - psycnet.apa.org
Understanding the mechanisms enabling the learning and flexible use of knowledge in
context-appropriate ways has been a major focus of research in the study of both semantic …

The role of conjunctive representations in prioritizing and selecting planned actions

A Kikumoto, U Mayr, D Badre - Elife, 2022 - elifesciences.org
For flexible goal-directed behavior, prioritizing and selecting a specific action among
multiple candidates are often important. Working memory has long been assumed to play a …

Pushing the bounds of bounded optimality and rationality

S Musslick, J Masís - Cognitive science, 2023 - Wiley Online Library
All forms of cognition, whether natural or artificial, are subject to constraints of their
computing architecture. This assumption forms the tenet of virtually all general theories of …

The controllosphere: The neural origin of cognitive effort.

CB Holroyd - Psychological Review, 2024 - psycnet.apa.org
Why do some mental activities feel harder than others? The answer to this question is
surprisingly controversial. Current theories propose that cognitive effort affords a …

Continual task learning in natural and artificial agents

T Flesch, A Saxe, C Summerfield - Trends in neurosciences, 2023 - cell.com
How do humans and other animals learn new tasks? A wave of brain recording studies has
investigated how neural representations change during task learning, with a focus on how …