Rational use of cognitive resources: Levels of analysis between the computational and the algorithmic

TL Griffiths, F Lieder… - Topics in cognitive …, 2015 - Wiley Online Library
Marr's levels of analysis—computational, algorithmic, and implementation—have served
cognitive science well over the last 30 years. But the recent increase in the popularity of the …

Computational complexity and human decision-making

P Bossaerts, C Murawski - Trends in cognitive sciences, 2017 - cell.com
The rationality principle postulates that decision-makers always choose the best action
available to them. It underlies most modern theories of decision-making. The principle does …

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 …

What do we mean by prediction in language comprehension?

GR Kuperberg, TF Jaeger - Language, cognition and neuroscience, 2016 - Taylor & Francis
We consider several key aspects of prediction in language comprehension: its
computational nature, the representational level (s) at which we predict, whether we use …

The now-or-never bottleneck: A fundamental constraint on language

MH Christiansen, N Chater - Behavioral and brain sciences, 2016 - cambridge.org
Memory is fleeting. New material rapidly obliterates previous material. How, then, can the
brain deal successfully with the continual deluge of linguistic input? We argue that, to deal …

Suboptimality in perceptual decision making

D Rahnev, RN Denison - Behavioral and brain sciences, 2018 - cambridge.org
Human perceptual decisions are often described as optimal. Critics of this view have argued
that claims of optimality are overly flexible and lack explanatory power. Meanwhile …

[PDF][PDF] Amortized inference in probabilistic reasoning

S Gershman, N Goodman - Proceedings of the annual meeting of …, 2014 - escholarship.org
Recent studies of probabilistic reasoning have postulated general-purpose inference
algorithms that can be used to answer arbitrary queries. These algorithms are memoryless …

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 …

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 …

The nature and transfer of cognitive skills.

NA Taatgen - Psychological review, 2013 - psycnet.apa.org
This article presents the primitive elements theory of cognitive skills. The central idea is that
skills are broken down into primitive information processing elements that move and …