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Published on: December 2, 2022
Evolutionarily stable learning schedules and cumulative culture in discrete generation models
Kenichi Aoki1, Joe Yuichiro Wakano, Laurent Lehmann
1Department of Biological Sciences, The University of Tokyo, Hongo 7-3-1, Bunkyo-ku, Tokyo 113-0033, Japan. kenaoki@biol.s.u-tokyo.ac.jp
Organisms may learn through individual trial-and-error or social imitation. The optimal learning strategy, whether social or individual, depends on an organism's life stage, with social learning preceding individual learning being key for cumulative culture.
Area of Science:
- Evolutionary biology
- Behavioral ecology
- Learning theory
Background:
- Organisms acquire and express phenotypes through individual learning (e.g., trial-and-error) and social learning (e.g., imitation).
- The optimal learning strategy can depend on an organism's life stage.
- Social learning preceding individual learning is crucial for the development of cumulative culture.
Purpose of the Study:
- To determine evolutionarily stable learning schedules under different environmental conditions.
- To investigate the optimal sequence of individual and social learning stages.
- To identify learning schedules that optimize learned phenotypes at equilibrium.
Main Methods:
- Modeling evolutionarily stable learning schedules across three environmental scenarios: constant, fluctuating between generations, and fluctuating within generations.
- Assuming two obligatory learning stages per generation, with options for individual learning and/or social learning at each stage.
- Analyzing learning schedules in the absence of exogenous learning costs.
Main Results:
- Predicted evolutionarily stable learning schedules are either pure social learning followed by pure individual learning ("bang-bang" control) or pure individual learning at both stages ("flat" control).
- These stable schedules were identified for constant, between-generation, and within-generation fluctuating environments.
- The evolutionarily stable learning schedule consistently optimizes the learned phenotype at equilibrium for each environmental scenario.
Conclusions:
- The optimal learning strategy involves distinct stages, with social learning often preceding individual learning to facilitate cumulative culture.
- "Bang-bang" and "flat" control represent the primary evolutionarily stable learning schedules.
- These schedules ensure optimal phenotype acquisition and expression across various environmental dynamics.
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