Qian-Li Di

MaskAug: Architecture-agnostic corruption-aware training for robust network intrusion detection

Across multilayer perceptron (MLP), one-dimensional convolutional neural network, and Feature Tokenizer + Transformer, MaskAug improves corruption-averaged Macro-F1 and delivers architecture-agnostic, cross-dataset-consistent robustness at zero inference-time cost.