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

We propose the \emph{Target Charging Technique} (TCT), a unified privacyanalysis framework for interactive settings where a sensitive dataset isaccessed multiple times using differentially private algorithms. Unliketraditional composition, where privacy guarantees deteriorate quickly with thenumber of accesses, TCT allows computations that don't hit a specified\emph{target}, often the vast majority, to be essentially free (while incurringinstead a small overhead on those that do hit their targets). TCT generalizestools such as the sparse vector technique and top-$k$ selection from privatecandidates and extends their remarkable privacy enhancement benefits from noisyLipschitz functions to general private algorithms.

The Target-Charging Technique for Privacy Accounting across Interactive Computations