@jm_alexia
Alexia Jolicoeur-Martineau
5 years
Just wrote 5 pages for my new paper! I finally have something interesting to present! 😺 I show a geometric interpretation of classifiers. WGAN-GP is different from the Wasserstein Distance and I show what it is actually optimizing. I also talk about RaGANs.
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
Neat! I just found out why the original Relativistic paired GANs didn't work well except when using a gradient penalty. This paper is going to have lots of interesting tidbits.
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
I also found gradient penalties which work better than WGAN-GP πŸ™€ and there is a simple theoretical reason to why this is the case. I will release the paper (with code and blog) on Monday or Tuesday next week! 😸
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
I think my paper from next week will bring some heated debates...
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
After some heated debateπŸ‘©β€πŸš’πŸ”₯πŸš’, it was decided that the paper will be send for AISTATS2020, but we will only send it to Arxiv on October 14. So it's delayed by a week.😿
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
Ever wondered how to make sense of gradient penalized or 1-Lipschitz discriminators (using spectral normalization) in GANs other than Wasserstein's? My next-week paper will provide an answer and show a framework to derive all these GANs directly.
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
My new paper is finally coming out tomorrow!!!πŸ™€ The title is: "Connections between Support Vector Machines, Wasserstein distance and gradient-penalty GANs"😸 Everything is connected!🀯
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@gokstudio
Gokul
5 years
@jm_alexia For ICLR? What kind of geometric interpretation are we talking about here? (:
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
@gokstudio I haven't checked conferences yet. The simple enough kind that even I who isn't great at geometry can understand. It's a pretty neat result.
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@jm_alexia
Alexia Jolicoeur-Martineau
5 years
@stormtroper1721 You'll see, it's not too complicated geometry.
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@AnimeshKarnewar
Animesh Karnewar
5 years
@jm_alexia Can't wait to read. 😁
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@amArunava
Arunava
5 years
@jm_alexia @ceobillionaire Im waiting. Impatiently.
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