Quantum Advantage for Two-Party Differential Privacy
Quantum communication allows two parties to estimate a shared Hamming distance with an expected error of O(1) under Klauck’s honest, nonpreemptive model. This beats classical information-theoretic protocols which require an error of $\Omega(\sqrt{n})$. The result shows that quantum communication provides a genuine same-model separation from classical privacy bounds.