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Data augmentation using generative adversarial networks (CycleGAN) to improve generalizability in CT segmentation tasks,

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Robust Mean Estimation With Auxiliary Samples

math.ST · 2025-01-30 · reject · novelty 5.0

The paper derives a linear shrinkage estimator for mean estimation with auxiliary samples under a Wasserstein-2 constraint, but the claimed exact minimax risk is only an asymptotic-in-N approximation and is contradicted for finite N.

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  • Robust Mean Estimation With Auxiliary Samples math.ST · 2025-01-30 · reject · none · ref 2

    The paper derives a linear shrinkage estimator for mean estimation with auxiliary samples under a Wasserstein-2 constraint, but the claimed exact minimax risk is only an asymptotic-in-N approximation and is contradicted for finite N.