Srikanth Avasarala
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126
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Info Theory×1Crypto×1ML×1
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2026
Local Differential Privacy with Correlated Noise Achieves Central-DP Optimal Cost
The paper demonstrates that by introducing carefully designed correlations among locally added noise variables, local differential privacy mechanisms can achieve an estimation cost matching the optimal centralized differential privacy cost.
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