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stat.ML2026
Private Generative Bootstrap via Blocking
Jinwon Sohn, Veronika Ročková
With AI systems gaining more access to individuals' information, it is important to protect privacy when reporting statistical answers. Equally important is to privatize the report…
cs.LG2026
Statistical Matching via Schrödinger Bridge beyond Conditional Independence
Eunho Koo, Tongseok Lim, Jinwon Sohn
Statistical matching combines partially overlapping datasets that share covariates but observe the target and auxiliary variables separately. Classical approaches typic…