simondemeule / IFT6269-project

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Analysis of improvement from trick of section 3.2 #16

Closed carlito387 closed 3 years ago

carlito387 commented 3 years ago

Compare running times of new update VS original update on some dataset and for some loss functions. Convergence should be the same unless I didn't fully understand the trick @smolPixel can you confirm ?

smolPixel commented 3 years ago

Convergence is supposed to be faster with the new update, because the generator is directly battling the discriminator instead of trying to fit a function of the discriminator. Idk yet how much of a difference it will make but it's a standard trick in GAN so I imagine quite a bit