Table 14 Comparative overview of cyber-attack simulation frameworks focussing on AI driven multi agent capabilities.
Model/Reference | Adaptive Autonomy | Multi-Stage Attack Simulation | Cyber Range Integration | Real Dataset Usage | Detection Accuracy (F1) | Response Latency (s) | Scalability (# Agents) |
|---|---|---|---|---|---|---|---|
I. Lateș et al.4 | No | Limited (rule-based) | Partial | No | 65% | > 15 | < 5 |
T. Zhang et al.13 | Yes, RL-based only | Moderate | No | No | 78% | N/A | 3 |
I. S. Choi et al.15 | Partial | Limited | No | No | 74% | N/A | 4 |
Proposed AI-Driven MAS | Full, RL + ML | Comprehensive (adaptive multi-stage) | Full | Yes | 91% | 5.3 | 25+ |
