Meta-learned models of cognition

M Binz, I Dasgupta, AK Jagadish… - Behavioral and Brain …, 2023 - cambridge.org
Psychologists and neuroscientists extensively rely on computational models for studying
and analyzing the human mind. Traditionally, such computational models have been hand …

Representation and computation in visual working memory

PM Bays, S Schneegans, WJ Ma, TF Brady - Nature Human Behaviour, 2024 - nature.com
The ability to sustain internal representations of the sensory environment beyond immediate
perception is a fundamental requirement of cognitive processing. In recent years, debates …

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 …

A resource-rational model of human processing of recursive linguistic structure

M Hahn, R Futrell, R Levy… - Proceedings of the …, 2022 - National Acad Sciences
A major goal of psycholinguistic theory is to account for the cognitive constraints limiting the
speed and ease of language comprehension and production. Wide-ranging evidence …

[HTML][HTML] Sensory perception relies on fitness-maximizing codes

J Schaffner, SD Bao, PN Tobler, TA Hare… - Nature Human …, 2023 - nature.com
Sensory information encoded by humans and other organisms is generally presumed to be
as accurate as their biological limitations allow. However, perhaps counterintuitively …

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 …

Carving joints into nature: reengineering scientific concepts in light of concept-laden evidence

M Dubova, RL Goldstone - Trends in Cognitive Sciences, 2023 - cell.com
A new wave of proposals suggests that scientists must reassess scientific concepts in light of
accumulated evidence. However, reengineering scientific concepts in light of data is …

Efficient visual representations for learning and decision making.

T Malloy, CR Sims - Psychological review, 2024 - psycnet.apa.org
The efficient representation of visual information is essential for learning and decision
making due to the complexity and uncertainty of the world, as well as inherent constraints on …

Noisy and hierarchical visual memory across timescales

TF Brady, MM Robinson, JR Williams - Nature Reviews Psychology, 2024 - nature.com
Both in everyday life and in memory research, people tend to think that items are 'held'in
mind, in the same way that a real-world object can be held in one's hand. Inspired by this …

A model of working memory for latent representations

S Hedayati, RE O'Donnell, B Wyble - Nature Human Behaviour, 2022 - nature.com
We propose a mechanistic explanation of how working memories are built and
reconstructed from the latent representations of visual knowledge. The proposed model …