Communication Cost Reduction for Subgraph Counting under Local Differential Privacy via Hash Functions

1 code implementation • 12 Dec 2023 • Quentin Hillebrand, Vorapong Suppakitpaisarn, Tetsuo Shibuya

We suggest the use of hash functions to cut down the communication costs when counting subgraphs under edge local differential privacy.

Data Compression Subgraph Counting

Performances of Symmetric Loss for Private Data from Exponential Mechanism

no code implementations • 9 Oct 2022 • Jing Bi, Vorapong Suppakitpaisarn

This study explores the robustness of learning by symmetric loss on private data.