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

This work provides an online learning rule that is universally consistentunder processes on (X,Y) pairs, under conditions only on the X process. As aspecial case, the conditions admit all processes on (X,Y) such that the processon X is stationary. This generalizes past results which required stationarityfor the joint process on (X,Y), and additionally required this process to beergodic. In particular, this means that ergodicity is superfluous for thepurpose of universally consistent online learning.

Universally Consistent Online Learning with Arbitrarily Dependent Responses