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Calibrating geophysical predictions under constrained probabilistic distributions.arXiv preprint arXiv:2512.03081, 2025

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Target-Aware Linear Regression Under Distribution Shift

stat.ME · 2026-06-22 · unverdicted · novelty 5.0

Develops constrained moment-matching and two-stage estimators for linear regression under distribution shift that use known target marginals, derives their asymptotic MSEs relative to a hybrid benchmark, and validates via simulations showing the two-stage method approximates the benchmark in high SN

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  • Target-Aware Linear Regression Under Distribution Shift stat.ME · 2026-06-22 · unverdicted · none · ref 15

    Develops constrained moment-matching and two-stage estimators for linear regression under distribution shift that use known target marginals, derives their asymptotic MSEs relative to a hybrid benchmark, and validates via simulations showing the two-stage method approximates the benchmark in high SN