Quantum Probabilistic Local Differential Privacy: Structural Properties and Sample Complexity Bounds

Xian Shi

Differential privacy provides a rigorous framework for quantifying privacy leakage in data analysis, while its quantum extensions have become increasingly relevant with the develop…