De-Xin Chen

A Fuzzy-Enhanced Cost-Aware LoRA Inference Model with Multiple Experts for Cross-Dataset Network Intrusion Detection

Cross-dataset network intrusion detection faces challenges arising from distribution shifts, heterogeneous feature fields, changing attack distributions, and unreliable explanations across data sources. To address these problems, this paper proposes a fuzzy-enhanced cost-aware Low-Rank Adaptation (LoRA) inference model...