"AIDoS6 (Adversarial IDOS6) dataset"
Abstract
"AIDoS6 is an adversarial extension of the IDOS6 dataset designed to enhance the robustness of security models against sophisticated evasion techniques and \"zero-day\" attacks. It was created by incorporating generative AI techniques, specifically the Conditional Tabular Generative Adversarial Network (CTGAN), to produce synthetic data samples that closely resemble real-world traffic. The samples from the generated dataset reveal a total of 3,06,129 of both normal traffic-based adversarial and attack traffic-based adversarial samples. This dataset samples will be helpful for the researchers to build a robust intrusion detection model. The primary purpose of AIDOS6 is to evaluate how well an intrusion detection system."
Fields of Study & Subjects
Network Security and Intrusion Detection
Adversarial Robustness in Machine Learning
Internet Traffic Analysis and Secure E-voting
Publication details
- Journal / source
- IEEE DataPort
- Publication date
- 26 February 2026
- Language
- EN
- Document type
- Dataset