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 …

Cognitive prostheses for goal achievement

F Lieder, OX Chen, PM Krueger, TL Griffiths - Nature human behaviour, 2019 - nature.com
Procrastination takes a considerable toll on people's lives, the economy and society at large.
Procrastination is often a consequence of people's propensity to prioritize their immediate …

Automatic discovery of interpretable planning strategies

J Skirzyński, F Becker, F Lieder - Machine Learning, 2021 - Springer
When making decisions, people often overlook critical information or are overly swayed by
irrelevant information. A common approach to mitigate these biases is to provide decision …

Multiple conceptions of resource rationality

WJ Ma, M Woodford - Behavioral and Brain Sciences, 2020 - search.proquest.com
Resource rationality holds great promise as a unifying principle across theories in
neuroscience, cognitive science, and economics. The target article clearly lays out this …

Computational limits don't fully explain human cognitive limitations.

ES Davis, GF Marcus - Behavioral & Brain Sciences, 2020 - search.ebscohost.com
The project of justifying all the limits and failings of human cognition as inevitable
consequences of strategies that are actually" optimal" relative to the limits on computational …

Advancing rational analysis to the algorithmic level

F Lieder, TL Griffiths - Behavioral and Brain Sciences, 2020 - search.proquest.com
The commentaries raised questions about normativity, human rationality, cognitive
architectures, cognitive constraints, and the scope or resource rational analysis (RRA). We …

Resource-rationality beyond individual minds: The case of interactive language use

M Dingemanse - Behavioral and Brain Sciences, 2020 - pure.mpg.de
Resource-rational approaches offer much promise for understanding human cognition,
especially if they can reach beyond the confines of individual minds. Language allows …

Can resources save rationality?'Anti-Bayesian'updating in cognition and perception

E Mandelbaum, I Won, S Gross, C Firestone - 2020 - philpapers.org
Resource rationality may explain suboptimal patterns of reasoning; but what of “anti-
Bayesian” effects where the mind updates in a direction opposite the one it should? We …

Towards a quantum-like cognitive architecture for decision-making

C Moreira, L Fell, S Dehdashti, P Bruza… - arXiv preprint arXiv …, 2019 - arxiv.org
We propose an alternative and unifying framework for decision-making that, by using
quantum mechanics, provides more generalised cognitive and decision models with the …

What are the appropriate axioms of rationality for reasoning under uncertainty with resource-constrained systems?

H Atmanspacher, I Basieva… - … and Brain Sciences, 2020 - search.proquest.com
When constrained by limited resources, how do we choose axioms of rationality? The target
article relies on Bayesian reasoning that encounter serious tractability problems. We …