S. Mauw

Locally Differentially Private Synthesis of Decentralised Heterogeneous Social Graphs via Spectral Embeddings and Bayesian Optimisation

Across communication, citation, and social networks, the proposed method achieves competitive structural fidelity and downstream utility under user-level LDP, with particularly strong performance on assortativity and modularity at moderate to large privacy budgets.