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Thus, by Lemma S2.5 (i), ๐‘กโ‰ค ๐›ผ2 2 1โˆ’๐œ€โˆฅ ๐โˆฅ2 <โˆฅ ๐โˆฅ2

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  • Universality of Benign Overfitting in Binary Linear Classification cs.LG ยท 2025-01-17 ยท accept ยท none ยท ref 4

    Benign overfitting for maximum-margin linear classification holds under much weaker distributional assumptions than previously known, and the noisy strong-signal regime shows a new phase transition.