281 citations · 461 across the 8 of their papers we have counts for
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cs.LG2022★ 1 cited
Brownian Noise Reduction: Maximizing Privacy Subject to Accuracy Constraints
Justin Whitehouse, Zhiwei Steven Wu, Aaditya Ramdas +1
There is a disconnect between how researchers and practitioners handle privacy-utility tradeoffs. Researchers primarily operate from a privacy first perspective, setting strict pri…
cs.LG2022★ 5 cited
Fully Adaptive Composition in Differential Privacy
Justin Whitehouse, Aaditya Ramdas, Ryan Rogers +1
Composition is a key feature of differential privacy. Well-known advanced composition theorems allow one to query a private database quadratically more times than basic privacy com…