openai / InfoGAN

Code for reproducing key results in the paper "InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets"
https://arxiv.org/abs/1606.03657
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Lemma A.1 is not correct? #21

Open thanhnguyentang opened 7 years ago

thanhnguyentang commented 7 years ago

Hi Chen,

I check out the Lemma A.1 in the paper but the derivation at the $4^{th}$ equality sign ("=") seems not correct since you when you put $f(x,y)$ inside the integral $\int_{x'}$, you cannot change the index $x$ in $f(x,y)$ into the index $x'$ as in $f(x',y)$. Such a change does not lead to an equivalent expression. Would you mind checking it out?

Imgur

Furthermore, the lemma claims it is true under suitable regularity conditions. So what is that suitable regularity conditions?

Thank Chen,

Bests, -Thanh

DianeBouchacourt commented 7 years ago

If you are still interested, the is a nice response on stackoverflow : http://stats.stackexchange.com/questions/250838/integral-identity-of-lemma-contained-in-infogan-paper