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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…
stat.ML2025
Conditional Flow Matching for Bayesian Posterior Inference
Percy S. Zhai, So Won Jeong, Veronika Ročková
We propose a generative multivariate posterior sampler via flow matching. It offers a simple training objective, and does not require access to likelihood evaluation. The method le…