12 A.4 Proof of Theorem 3.1 The proof is quite standard in the DP literature (i.e., based on the analysis of Mironov (2017))

For our approach, we adopted the same simplification as in the proof of Corollary 3 · 2017

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cs.LG · 2025-05-30 · unverdicted · novelty 8.0

Introduces hybrid noise and novel coupling analysis to achieve the first convergent hidden-state DP bound for zeroth-order optimization.

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Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States cs.LG · 2025-05-30 · unverdicted · none · ref 29
Introduces hybrid noise and novel coupling analysis to achieve the first convergent hidden-state DP bound for zeroth-order optimization.