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

Pushing popular content to cheap "helper" nodes (e.g., small cells) duringoff-peak hours has recently been proposed to cope with the increase in mobiledata traffic. User requests can be served locally from these helper nodes, ifthe requested content is available in at least one of the nearby helpers.Nevertheless, the collective storage of a few nearby helper nodes does notusually suffice to achieve a high enough hit rate in practice. We propose todepart from the assumption of hard cache hits, common in existing works, andconsider "soft" cache hits, where if the original content is not available,some related contents that are locally cached can be recommended instead. Giventhat Internet content consumption is entertainment-oriented, we argue thatthere exist scenarios where a user might accept an alternative content (e.g.,better download rate for alternative content, low rate plans, etc.), thusavoiding to access expensive/congested links. We formulate the problem ofoptimal edge caching with soft cache hits in a relatively generic setup,propose efficient algorithms, and analyze the expected gains. We then showusing synthetic and real datasets of related video contents that promisingcaching gains could be achieved in practice.

Femto-Caching with Soft Cache Hits: Improving Performance through Recommendation and Delivery of Related Content