Is coding a relevant metaphor for building AI?Adam Santoro,Felix Hill,David Barrett,David Raposo,Matt Botvinick &Timothy Lillicrap -2019 -Behavioral and Brain Sciences 42.detailsBrette contends that the neural coding metaphor is an invalid basis for theories of what the brain does. Here, we argue that it is an insufficient guide for building an artificial intelligence that learns to accomplish short- and long-term goals in a complex, changing environment.
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Publishing fast and slow: A path toward generalizability in psychology and AI.Andrew K. Lampinen,Stephanie C. Y. Chan,Adam Santoro &Felix Hill -2022 -Behavioral and Brain Sciences 45:e26.detailsArtificial intelligence (AI) shares many generalizability challenges with psychology. But the fields publish differently. AI publishes fast, through rapid preprint sharing and conference publications. Psychology publishes more slowly, but creates integrative reviews and meta-analyses. We discuss the complementary advantages of each strategy, and suggest that incorporating both types of strategies could lead to more generalizable research in both fields.