Comparison of FORCE trained spiking and rate neural networks shows spiking networks learn slowly with noisy, cross-trial firing rates
Fig 8
FORCE trained spiking decoders do not stabilize for fast learning.
Time series data for spiking LIF and LIF-matched rate networks trained on a 5 Hz sinusoidal for 10 s with . A Sampled decoder elements, B Euclidean norm of decoders
, C Pearson correlation across network decoders
, and D log instantaneous error (
).