LDP3 is a multi-threaded open-source toolkit implementing six LDP protocols, seven post-processing methods, and utility metrics, with experiments showing that choosing the right combination improves accuracy and parallel execution speeds up runs.
Emoji frequency detection and deep link frequency,
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LDP$^3$: An Extensible and Multi-Threaded Toolkit for Local Differential Privacy Protocols and Post-Processing Methods
LDP3 is a multi-threaded open-source toolkit implementing six LDP protocols, seven post-processing methods, and utility metrics, with experiments showing that choosing the right combination improves accuracy and parallel execution speeds up runs.