About SARM. At this point I am 100% convinced that the VGG16 experiment is not for real. Most likely a big experimental mistake, not fraud.
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it seems that the VGG16 experiment merely consists in using convolutional kernels obtained by computing the PCA/LDA of the input filter maps
I have tried this exact same setup last year, explored every possible variant of that algorithm. I know for a fact that it doesn't work.
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Better: I know why it doesn't work. Which isn't addressed in the paper.
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Conditional on this interpretation of the algorithm used, there is a 0% chance that performance would be anywhere near backprop for VGG.
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