arxivcs.CRcs.CV2026-07-14
VanillaBench: The Hidden Accuracy Cost of Adversarial Robustness
Adversarial robustness research has produced hundreds of defended models over the past decade, yet the literature almost universally reports robustness results in isolation: standard (clean) accuracy and adversarial accuracy of the robust model are shown, but the gap to the corre…