bioRxivAnimal Behavior & Cognition
Social learning through associative processes: A computational theory
Abstract
Social transmission of information is a key phenomenon in the evolution of behavior and in the establishment of traditions and culture. The diversity of social learning phenomena has engendered a diverse terminology and numerous ideas about underlying learning mechanisms, at the same time that some researchers have called for a unitary analysis of social learning in terms of associative processes. Leveraging previous attempts and a recent computational formulation of associative learning, we analyze the following learning scenarios in some generality: learning responses to social stimuli, including learning to imitate; learning responses to non-social stimuli; learning sequences of actions; learning to avoid danger. We conceptualize social learning as situations in which stimuli that arise from other individuals have an important role in learning. This role is supported by genetic predispositions that either cause responses to social stimuli or enable social stimuli to reinforce specific responses. Our explorations show that, when guided by such predispositions, associative processes can give rise to a wide variety of social learning phenomena, such as stimulus and local enhancement, contextual imitation and simple production imitation, observational conditioning, and social and response facilitation. In addition, we clarify how associative mechanisms can result in transfer of information and behavior from experienced to naive individuals.
- research focus: synaptic & neural circuits
- research focus: host-pathogen & immune response
- research focus: cell signaling & trafficking
- research focus: development & morphogenesis
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Vicarious reward unblocks associative learning about novel cues in male rats
S. van Gurp, J. Hoog, … M. van Wingerden·bioRxiv·Feb 25, 2020
- Modeling social influence as a reinforcer reveals varying individual learning strategies and the group's structure
Michał Lenarczyk, Bartosz Jura, … Daniel Krzysztof Wojcik·bioRxiv·Nov 6, 2025
- Representational capacity shapes both the "whether" and "how" of social learning
Max Taylor-Davies·PLoS Computational BiologyPeer-reviewed·Jul 15, 2026
- Social learning mechanisms shape transmission pathways through replicate local social networks of wild birds
K. B. Beck, B. C. Sheldon, J. A. Firth·eLifePeer-reviewed·May 2, 2023
- Can associative learning be the general process for intelligent behavior in non-human animals?
- A neural network model for the evolution of reconstructive social learning
Jacob Chisausky, Inès M. Daras, … Magdalena Kozielska·Scientific ReportsPeer-reviewed·Apr 29, 2025