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bayesian inference 1diffusion models 1mcmc 1multimodal sampling 1spectral gap 1

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stat.ME2026

Cross-Validation with Antithetic Gaussian Randomization

Sifan Liu, Snigdha Panigrahi, Jake A. Soloff

We introduce a new cross-validation method based on an equicorrelated Gaussian randomization scheme. Our method is well-suited for problems where sample splitting is infeasible, ei…

stat.ME2025

Flexible Selective Inference with Flow-based Transport Maps

Sifan Liu, Snigdha Panigrahi

Data-carving methods perform selective inference by conditioning the distribution of data on the observed selection event. However, existing data-carving approaches typically requi…