The role of forgetting in the evolution and learning of language |
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Authors: | Jeffrey Barrett |
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Affiliation: | Department of Logic and Philosophy of Science, University of California , Irvine, CA, USA |
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Abstract: | Lewis signalling games illustrate how language might evolve from random behaviour. The probability of evolving an optimal signalling language is, in part, a function of what learning strategy the agents use. Here we investigate three learning strategies, each of which allows agents to forget old experience. In each case, we find that forgetting increases the probability of evolving an optimal language. It does this by making it less likely that past partial success will continue to reinforce suboptimal practice. The learning strategies considered here show how forgetting past experience can promote learning in the context of games with suboptimal equilibria. |
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Keywords: | evolutionary game theory reinforcement learning signalling game |
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