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Proceedings of the 37th Interna- tional Conference on Machine Learning 119:74–84

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stat.ML 1

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2026 1

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Spectral-Transport Stability and Benign Overfitting in Interpolating Learning

stat.ML · 2026-04-09 · unverdicted · novelty 6.0

A spectral-transport stability framework introduces the Fredriksson index to control excess risk in interpolating estimators, yielding finite-sample bounds, a sharp benign-overfitting criterion, and phase-transition rates under polynomial spectral decay.

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  • Spectral-Transport Stability and Benign Overfitting in Interpolating Learning stat.ML · 2026-04-09 · unverdicted · none · ref 1

    A spectral-transport stability framework introduces the Fredriksson index to control excess risk in interpolating estimators, yielding finite-sample bounds, a sharp benign-overfitting criterion, and phase-transition rates under polynomial spectral decay.