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Multi-Agent Generative AI Systems for Cyber Risk Evaluation and Control
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Author(s): Syed Mohd Faisal (Malla Reddy Technical Campus, Malla Reddy Vishwavidyapeeth (Deemed to be University), Hyderabad, India), Wasim Khan (Symbiosis Institute of Technology, Symbiosis International (Deemed to be) University, Pune, India.), Mohammad Ishrat (VIT Bhopal University, India)and Anwar Ahamed Shaikh (Sanjivani University, Kopergaon, India)
Copyright: 2027
Pages: 34
Source title:
Generative AI for Cyber Risk Management
Source Author(s)/Editor(s): Yassine Maleh (Sultan Moulay Slimane University, Morocco), Lahby Mohamed (Hassan II University, Casablanca, Morocco)and Ahmed A. Abd El-Latif (Prince Sultan University, Saudi Arabia)
DOI: 10.4018/979-8-3693-8397-1.ch003
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Abstract
We present a systems-theoretic framework coupling Generative AI with multi-agent systems to make cyber-risk management a continuous, anticipatory control loop. The architecture: (i) risk-evaluation agents fusing telemetry with a knowledge graph; (ii) generative threat agents (GANs/diffusion/LLMs) synthesizing counterfactual attacks; and (iii) control agents trained with CTDE to allocate defenses under safety constraints. We implement a closed-loop simulation and evaluate ransomware and IoT-botnet cases using AUROC/AUPRC/F1 and time-to-containment. Ablations isolate contributions of generative foresight, coordination, and graph context. Results: higher detection fidelity and faster containment than strong non-generative/non-agentic baselines. We discuss governance, limitations (sim-to-real, MARL stability), and directions in continual learning, risk-sensitive control, and human–AI teaming.
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