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At k= 16 , where validation AP for random_augmented continues to improve well past 200 epochs, all three arms are trained for500 epochs with early stopping disabled (patience999) · 1916 · arXiv 6410.06620

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When and How to Canonize: A Generalization Perspective

cs.LG · 2026-05-10 · unverdicted · novelty 7.0

Canonization produces generalization bounds ranging from invariant-optimal to non-invariant depending on regularity, with Hilbert-curve ordering proven to give polynomial covering-number growth for point clouds while lexicographic sorting gives exponential growth.

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  • When and How to Canonize: A Generalization Perspective cs.LG · 2026-05-10 · unverdicted · none · ref 38

    Canonization produces generalization bounds ranging from invariant-optimal to non-invariant depending on regularity, with Hilbert-curve ordering proven to give polynomial covering-number growth for point clouds while lexicographic sorting gives exponential growth.