3 papers
stat.ML2026
Private Generative Bootstrap via Blocking
Jinwon Sohn, Veronika RoÄková
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…
stat.ME2025
Monotone Curve Estimation via Convex Duality
Tongseok Lim, Kyeongsik Nam, Jinwon Sohn
A principal curve serves as a powerful tool for uncovering underlying structures of data through 1-dimensional smooth and continuous representations. On the basis of optimal transp…