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Apr 5, 2020 at 9:31 vote accept Bhuwan Bhatt
Apr 4, 2020 at 13:38 comment added user9947 arxiv.org/pdf/1312.6114.pdf check this paper section 3, it is similar in purpose according to the author for the aforementioned equation. Especially the text above eqn 9.
Apr 4, 2020 at 13:18 history edited Neil Slater CC BY-SA 4.0
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Apr 4, 2020 at 13:17 comment added user9947 In general GANs probably come under somewhat probabilistic graphical models so I thought it might be the case. But I'll check and let you know if I come across something concrete.
Apr 4, 2020 at 13:13 comment added Neil Slater @DuttaA: Actually I am not sure, it depends on the form of second argument $\mathcal{N}$, which I am assuming will just take a vector of variances for independent vector components here, but you are right it could also support some forms of covariance in general, and we'd want an identity matrix instead to make the variables independent. Do you have a reference to the common assumptions of that function?
Apr 4, 2020 at 12:51 comment added user9947 Are you sure about $I$ being $[1,1,...]$ though? In general we know it stands for identity vector and I think this notation is especially important to show that the variables are independent which results in covariance being 0
Apr 4, 2020 at 11:19 history edited Neil Slater CC BY-SA 4.0
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Apr 4, 2020 at 11:13 history answered Neil Slater CC BY-SA 4.0