English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

In cases where a Wasserstein GAN depends on a condition the latter is usuallyhandled via an expectation within the loss function. Depending on the way thisis motivated, the discriminator is either required to be Lipschitz-1 in both orin only one of its arguments. For the weaker requirement to become usable oneneeds to exchange a supremum and an expectation. This is a mathematicallyperilous operation, which is, so far, only partially justified in theliterature. This short mathematical note intends to fill this gap and providesthe mathematical rationale for discriminators that are only partiallyLipschitz-1 for cases where this approach is more appropriate or successful.

About exchanging expectation and supremum for conditional Wasserstein GANs