logo
ResearchBunny Logo
Discovering cognitive strategies with tiny recurrent neural networks

Psychology

Discovering cognitive strategies with tiny recurrent neural networks

L. Ji-an, M. K. Benna, et al.

We introduce a novel modelling approach using recurrent neural networks to discover cognitive algorithms underlying biological decision-making. Small networks (1–4 units) often outperform classical models, match larger nets, and—interpretable via dynamical-systems analysis—reveal mechanisms and behavioural dimensionality. Research conducted by Li Ji-An, Marcus K. Benna, and Marcelo G. Mattar.

00:00
00:00
~3 min • Beginner • English
Citation Metrics
Citations
20
Influential Citations
0
Reference Count
71
Citation by Year

Note: The citation metrics presented here have been sourced from Semantic Scholar and OpenAlex.

Related Publications

Explore these studies to deepen your understanding of the subject.

Neural representational geometries reflect behavioral differences in monkeys and recurrent neural networks
Psychology

Neural representational geometries reflect behavioral differences in monkeys and recurrent neural networks

V. Fascianelli, A. Battista, et al.

Early forecasting of tsunami inundation from tsunami and geodetic observation data with convolutional neural networks
Earth Sciences

Early forecasting of tsunami inundation from tsunami and geodetic observation data with convolutional neural networks

F. Makinoshima, Y. Oishi, et al.

Universal structural patterns in sparse recurrent neural networks
Computer Science

Universal structural patterns in sparse recurrent neural networks

X. Zhang, J. M. Moore, et al.

Enhanced detection of threat materials by dark-field x-ray imaging combined with deep neural networks
Engineering and Technology

Enhanced detection of threat materials by dark-field x-ray imaging combined with deep neural networks

T. Partridge, A. Astolfo, et al.

Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 12+ languages.
No more digging through PDFs, just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny