adaptive-resonance-theory

This paper investigates adversarial robustness in Fuzzy ARTMAP, a streaming neural architecture, by introducing WB-Softmax as a mechanism-aligned white-box attack surrogate. It evaluates progressive training and selective updating strategies to improve robustness without data replay, while also offering interpretable diagnostics for structural failures.