Sep 2026
Toward Improving Stochastic Neural Network Robustness via Arbitrary Distribution Injection.
Adversarial attacks pose significant challenges to the security and robustness of deep-learning models. Stochastic neural networks (SNNs) have shown promising effectiveness in improving robustness by injecting stochastic noise into model activations, features, or weights. However, most existing SNN-based defenses rely...
Rui Zhou, Hao Yang, Wen-Xu Wang et al.
· IEEE Transactions on Neural... · 0 citations