2 papers
cs.LG2026
Streaming Adversarial Robustness in Fuzzy ARTMAP: Mechanism-Aligned Evaluation, Progressive Training, and Interpretable Diagnostics
Shane Cairns, Leonardo Enzo Brito da Silva, Sasha Petrenko +2
Adversarial robustness has been studied extensively for offline deep networks, but less is known about strict single-pass streaming neural learners. This paper studies adversarial…
cs.LG2025
Deep ARTMAP: Generalized Hierarchical Learning with Adaptive Resonance Theory
Niklas M. Melton, Leonardo Enzo Brito da Silva, Sasha Petrenko +1
This paper presents Deep ARTMAP, a novel extension of the ARTMAP architecture that generalizes the self-consistent modular ART (SMART) architecture to enable hierarchical learning…