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 …
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
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 …
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 …
resource constraints. Given this limited capacity, how do biological agents balance reward …
Cognitive control as a multivariate optimization problem
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 …
and behave across different settings. Research has characterized the various forms …
Orthogonal neural encoding of targets and distractors supports multivariate cognitive control
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 …
information processing. Recent behavioural studies have found that people can coordinate …
An integrated model of semantics and control.
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 …
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
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 …
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 …
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 …
surprisingly controversial. Current theories propose that cognitive effort affords a …
Continual task learning in natural and artificial agents
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 …
investigated how neural representations change during task learning, with a focus on how …