• Gamma-gated sparsity

  PING E/I networks trained with surrogate gradients; what sets the rate, the rhythm, and the sparsity.

• Spiking Heidelberg Digits

  Training the PING E/I network on the SHD event-based audio benchmark — from raw cochlear spikes to spoken-digit classification.

• Documentation

  Model derivations, conventions, and how the toolkit works.

• Miscellaneous

  Odds and ends.

• Ephemeral

  Operational notes for temporary compute, remote machines, schedulers, and cloud capacity.

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