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Note on Neural Tuning and Information Given a stimuli with $D$ intrinsic dimensions, we consider how one neuron or a population of neurons is informative about this stimulus space. Specific Information (Mutual Information) Setup for specific information computation is easy given a certain response $r$ , compute the reduction of entropy of stimuli $\mathbb s$ .