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The canonical NI decoder is modeled as a sequence of transformations of the population response. The first stage involves the NI assumption, transforming the population response R into a vector RNIL of NI likelihoods. The second stage involves the stimulus estimation, transforming RNIL into the decoded stimulus SNI. At each stage, information may be lost.
