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• W2952345060 abstract "We introduce a theory of sequential causal inference in which learners in a chain estimate a structural model from their upstream teacher and then pass samples from the model to their downstream student. It extends the population dynamics of genetic drift, recasting Kimura's selectively neutral theory as a special case of a generalized drift process using structured populations with memory. We examine the diffusion and fixation properties of several drift processes and propose applications to learning, inference, and evolution. We also demonstrate how the organization of drift process space controls fidelity, facilitates innovations, and leads to information loss in sequential learning with and without memory." @default.
• W2952345060 created "2019-06-27" @default.
• W2952345060 creator A5039266926 @default.
• W2952345060 creator A5047565816 @default.
• W2952345060 date "2010-05-15" @default.
• W2952345060 modified "2023-09-27" @default.
• W2952345060 title "Structural Drift: The Population Dynamics of Sequential Learning" @default.
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• W2952345060 hasPublicationYear "2010" @default.
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