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cs.LG2026
Can Rényi Accountants Beat Lossless Accountants for DP-SGD?
Jinho Bok
Recent frameworks in differential privacy (DP), such as privacy loss distributions and -DP, provide lossless representations of the privacy leakage of mechanisms. These approach…
math.ST2026
Detection of local geometry in random graphs: information-theoretic and computational limits
Jinho Bok, Shuangping Li, Sophie H. Yu
We study the problem of detecting local geometry in random graphs. We introduce a model , where a hidden community of average size has edges drawn as a…