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Generalization at the Edge of Stability

cs.LG · 2026-04-21 · unverdicted · novelty 6.0

Training at the edge of stability causes neural network optimizers to converge on fractal attractors whose effective dimension, measured via a new sharpness dimension from the Hessian spectrum, bounds generalization error in a way not captured by prior trace or norm measures.

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  • Generalization at the Edge of Stability cs.LG · 2026-04-21 · unverdicted · none · ref 49

    Training at the edge of stability causes neural network optimizers to converge on fractal attractors whose effective dimension, measured via a new sharpness dimension from the Hessian spectrum, bounds generalization error in a way not captured by prior trace or norm measures.