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Ambiguous signals and efficient codes

Published 29 Dec 2025 in physics.bio-ph and q-bio.MN | (2512.23531v1)

Abstract: In many biological networks the responses of individual elements are ambiguous. We consider a scenario in which many sensors respond to a shared signal, each with limited information capacity, and ask that the outputs together convey as much information as possible about an underlying relevant variable. In a low noise limit where we can make analytic progress, we show that individually ambiguous responses optimize overall information transmission.

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