Titlebook: Autonomous Intelligent Cyber Defense Agent (AICA); A Comprehensive Guid Alexander Kott Book 2023 The Editor(s) (if applicable) and The Auth

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Some definitions of central structures,ilient but is also able to enhance its capabilities and become more resilient as a result of endogenous and exogenous stressors. This makes antifragility a highly desirable property of cyber defense systems operating in dynamic, contested environments. In this chapter, we outline how antifragility c

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Random subgraphs of regular graphs,esign and employment. Although some cyber and AI knowledgeable users will interact with AICAs at various touchpoints, the primary AICA users are frontline operators who are likely to have little to no cyber or artificial intelligence (AI) expertise. These users operate the equipment and systems with

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A status on the linear arboricity,complex environment with those of responding to a clever human adversary. A concern that must be addressed before using a cyber-agent in real world situations is its resilience in response to successful attacks, and its robustness to environments and situations it has not been trained to handle. Tes

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Lecture Notes in Computer Scienceor battlefield environments. They should be able to maintain situational awareness of the nature of the cyber environment and other “agents” within it, monitor for activity that presents a potential threat or advantage, incorporate new knowledge into their environmental model, share parameters of su

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K. Takamizawa,T. Nishizeki,N. Saitotacks with time to detect, response time, and scale of action that are “superhuman,” i.e. with time and scale that would be impossible or impractical if performed by humans alone. However, AICA introduce new types of risks that may be bigger than the risks the agents are intended to mitigate – in ot

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https://doi.org/10.1007/BFb0067350hese challenges are made more complex by the changing nature of the global information technology eco-system in which AICA tools may be deployed. This eco-system, consisting of billions of Internet of Things (IoT) devices, global 5G (and even next-G and space-based) backbones and cloud architectures

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Visualizing, Finding and Packing Dijoins,e Agent (AICA). We propose dividing development challenges into two kinds: the ones that are associated with the AICA . ecosystem and the ones that are associated with the AICA . ecosystem. This is reasonable because adequately addressing engineering challenges requires to tackling a range of resear

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