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New MAL Simulator aids cyber attack and defense agent training

Researchers have developed the MAL Simulator, a cyber operations simulation tool built on the Meta Attack Language (MAL). This simulator is designed for decision-driven simulations of cyber attacks and defenses, aiding in system analysis and the creation of automated agents. The simulator's design allows for adaptation to various target domains without code modification. In case studies, agents trained using the simulator demonstrated efficient target acquisition for attackers and cost reduction for defenders, though performance dropped significantly when offensive and defensive agents were pitted against each other, highlighting the simulator's value for training both. AI

IMPACT Enhances training for both offensive and defensive AI agents in cybersecurity scenarios.

RANK_REASON The cluster describes a research paper detailing a new simulation tool for cyber operations. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New MAL Simulator aids cyber attack and defense agent training

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18 / 100
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The cluster describes a research paper detailing a new simulation tool for cyber operations. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Jakob Nyberg, Sandor Berglund, Andrei Buhaiu, Joakim Loxdal, Pontus Johnson, Mathias Ekstedt ·

    The MAL Simulator: Cyber Operations Simulation based on Attack & Defense Graphs

    arXiv:2609.16563v1 Announce Type: cross Abstract: We have developed the MAL Simulator, a cyber operation simulator based on the Meta Attack Language (MAL). The MAL Simulator is intended for decision-driven cyber attack and defense simulations, for system analysis and the developm…