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Yifan Hao and Tong Zhang

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2026 1

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Adversarial Robustness of NTK Neural Networks

stat.ML · 2026-04-28 · unverdicted · novelty 7.0 · 2 refs

NTK neural networks achieve minimax optimal adversarial regression rates in Sobolev spaces using gradient flow with early stopping, but minimum norm interpolants are vulnerable in the overfitting regime.

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  • Adversarial Robustness of NTK Neural Networks stat.ML · 2026-04-28 · unverdicted · none · ref 7 · 2 links

    NTK neural networks achieve minimax optimal adversarial regression rates in Sobolev spaces using gradient flow with early stopping, but minimum norm interpolants are vulnerable in the overfitting regime.