Robust speech perception: recognize the familiar, generalize to the similar, and adapt to the novel.

DF Kleinschmidt, TF Jaeger - Psychological review, 2015 - psycnet.apa.org
Successful speech perception requires that listeners map the acoustic signal to linguistic
categories. These mappings are not only probabilistic, but change depending on the …

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 …

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 …

Bayesian brains without probabilities

AN Sanborn, N Chater - Trends in cognitive sciences, 2016 - cell.com
Bayesian explanations have swept through cognitive science over the past two decades,
from intuitive physics and causal learning, to perception, motor control and language. Yet …

[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 …

Bayesian models of conceptual development: Learning as building models of the world

TD Ullman, JB Tenenbaum - Annual Review of Developmental …, 2020 - annualreviews.org
A Bayesian framework helps address, in computational terms, what knowledge children start
with and how they construct and adapt models of the world during childhood. Within this …

The naive utility calculus as a unified, quantitative framework for action understanding

J Jara-Ettinger, LE Schulz, JB Tenenbaum - Cognitive Psychology, 2020 - Elsevier
The human ability to reason about the causes behind other people'behavior is critical for
navigating the social world. Recent empirical research with both children and adults …

One and done? Optimal decisions from very few samples

E Vul, N Goodman, TL Griffiths… - Cognitive …, 2014 - Wiley Online Library
In many learning or inference tasks human behavior approximates that of a Bayesian ideal
observer, suggesting that, at some level, cognition can be described as Bayesian inference …

Generalization through the recurrent interaction of episodic memories: a model of the hippocampal system.

D Kumaran, JL McClelland - Psychological review, 2012 - psycnet.apa.org
In this article, we present a perspective on the role of the hippocampal system in
generalization, instantiated in a computational model called REMERGE (recurrency and …

Overrepresentation of extreme events in decision making reflects rational use of cognitive resources.

F Lieder, TL Griffiths, M Hsu - Psychological review, 2018 - psycnet.apa.org
People's decisions and judgments are disproportionately swayed by improbable but
extreme eventualities, such as terrorism, that come to mind easily. This article explores …