A new probabilistic higher-order separation logic with privacy budgets as resources enables modular verification of DP mechanisms and libraries, including Sparse Vector Technique and OpenDP-style privacy filters, all foundationally verified in Rocq.
VLDB Endow.12, 11 (July 2019), 1371–1384
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Modular Verification of Differential Privacy in Probabilistic Higher-Order Separation Logic (Extended Version)
A new probabilistic higher-order separation logic with privacy budgets as resources enables modular verification of DP mechanisms and libraries, including Sparse Vector Technique and OpenDP-style privacy filters, all foundationally verified in Rocq.