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markaustinbrophy avatar markaustinbrophy commented on June 18, 2024

@xht033 it's supposed to be mse, correct? kl should work, just not quite as well!

from born-again-neural-network.

xht033 avatar xht033 commented on June 18, 2024

first, kl_divergence is asymmetrical, and I think it should be kl_divergence(log_softmax(output), softmax(output2)).

from born-again-neural-network.

ShuxuanGuo avatar ShuxuanGuo commented on June 18, 2024

I found @xht033 was right, just thinking whether this code could reproduce the results.

from born-again-neural-network.

GreatGBL avatar GreatGBL commented on June 18, 2024

I think the result should be

loss2 = kldivergence(F.log_softmax(outputs, dim=0), F.softmax(outputs2, dim=0))
loss = loss + loss2.item()

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