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SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows

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Max Welling: Merging VAEs with Flows into SurVAE flows. Great work by Didrik Nielsen who was on a highly successful ELLIS exchange from Denmark TU at U. Amsterdam. (w/ E. Hoogeboom, P. Jaini, O. Winther). https://arxiv.org/pdf/2007.02731.pdf

1 replies, 269 likes


Didrik Nielsen: (1/4) Happy to release code for our paper on 𝗦𝘂𝗿𝗩𝗔𝗘 𝗙𝗹𝗼𝘄𝘀! Joint work with the amazing @priyankjaini, @emiel_hoogeboom, @OleWinther1, @wellingmax. [𝗣𝗮𝗽𝗲𝗿] https://arxiv.org/abs/2007.02731 [𝗖𝗼𝗱𝗲] https://github.com/didriknielsen/survae_flows https://t.co/YObqxglGhF

2 replies, 127 likes


Priyank Jaini: 1/9 Excited to present SurVAE Flows with the brilliant @nielsen_didrik , @emiel_hoogeboom, Ole Winther and @wellingmax that bridge the gap between Flows and VAEs using Surjections. Paper: https://arxiv.org/abs/2007.02731 Code: https://github.com/didriknielsen/survae_flows Thread below. https://t.co/I5pgASaxJb

1 replies, 91 likes


Max Welling: Making VAEs great again, by merging them with Flows into SurVAE flows. Great work by Didrik Nielsen who was on a highly successful ELLIS exchange from Denmark TU at U. Amsterdam. (w/ E. Hoogeboom, P. Jaini, O. Winther). https://arxiv.org/pdf/2007.02731.pdf

3 replies, 64 likes


Emiel Hoogeboom: New (and existing) transformations at the intersection of VAEs and Flows: Surjections, or SurVAE Flows 😉 Joint work with @nielsen_didrik @priyankjaini Ole Winther and @wellingmax.

0 replies, 63 likes


HotComputerScience: Most popular computer science paper of the day: "SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows" https://hotcomputerscience.com/paper/survae-flows-surjections-to-bridge-the-gap-between-vaes-and-flows https://twitter.com/wellingmax/status/1280443326928490497

0 replies, 13 likes


Emtiyaz Khan: Welcome to Twitter @nielsen_didrik. Give him a follow! I am sure you will see lots of new work from him on generative models.

1 replies, 6 likes


Raghav: Seems like this will be the week VAEs will become great, all over again (not that they ever stopped being awesome)! SurVAE [1] bridged VAEs and flow-based models. NVAE [2] with impressive results and couple of neat tricks. [1] https://arxiv.org/abs/2007.02731 [2] https://arxiv.org/abs/2007.03898 https://t.co/BMqxwudXKK

0 replies, 2 likes


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Found on Jul 07 2020 at https://arxiv.org/pdf/2007.02731.pdf

PDF content of a computer science paper: SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows