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Klea Ziu

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#artificial intelligence Preprint Sep 2026

Neither Adversarial Training Nor Purification: Emergent Adversarial Robustness from Oscillatory Predictive Learning

Adversarial robustness in computer vision is still largely achieved through adversarial training or test-time adversarial purification, both of which introduce significant computational overhead by generating adversarial examples during training or performing iterative denoising at test time. We study whether empirical...

M. Habibi, Klea Ziu, Martin Takác et al. · 0 citations

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