putshua / ANN_SNN_QCFS

Code for paper "Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks"
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Is the theory suitable for regression problem? #5

Closed bluehalk closed 7 months ago

bluehalk commented 9 months ago

Sir, I use the clip-shift-floor to convert a network to SNN in a regression problem. I discover a phenomenon that the MSE drop to the lowest point when T=L and then rise to a regular value which is higher than ANN's loss. ( e.g. ANN validate loss = 0.03 under L = 8, SNN validate loss = 0.041 when T = 128 but SNN lowest loss = 0.028 when T = 8 = L) I don't understand it as you do, please enlighten me. Expecting for your reply.