3 papers
cs.CR2025
Multi-Granular Discretization for Interpretable Generalization in Precise Cyberattack Identification
Wen-Cheng Chung, Shu-Ting Huang, Hao-Ting Pai
Explainable intrusion detection systems (IDS) are now recognized as essential for mission-critical networks, yet most "XAI" pipelines still bolt an approximate explainer onto an op…
cs.CR2025
GPU-Accelerated Interpretable Generalization for Rapid Cyberattack Detection and Forensics
Shu-Ting Huang, Wen-Cheng Chung, Hao-Ting Pai
The Interpretable Generalization (IG) mechanism recently published in IEEE Transactions on Information Forensics and Security delivers state-of-the-art, evidence-based intrusion de…
cs.CR2024
An Interpretable Generalization Mechanism for Accurately Detecting Anomaly and Identifying Networking Intrusion Techniques
Hao-Ting Pai, Yu-Hsuan Kang, Wen-Cheng Chung
Recent advancements in Intrusion Detection Systems (IDS), integrating Explainable AI (XAI) methodologies, have led to notable improvements in system performance via precise feature…