作者: Ischemic-Stroke 時間: 2025-3-21 23:56 作者: 漂白 時間: 2025-3-22 01:29
https://doi.org/10.1007/BFb0071604 part of a team of AICAs, to perform on their own all the actions required to combat enemy malware, from the monitoring of their host perimeter to piloting the countermeasures that will defeat it. An AICA will make decisions by itself, or collectively when working in a team. AICAs will be embarked w作者: surmount 時間: 2025-3-22 06:42 作者: 同位素 時間: 2025-3-22 08:54 作者: antedate 時間: 2025-3-22 14:54
https://doi.org/10.1007/978-1-4612-0933-1ects, and interfaces with other agent capabilities. It motivates the need for situational understanding and diagnostics, outlines the major challenges to be met, and considers several illustrative examples. The material centers on the core requirements of situational understanding: diagnosing the na作者: 曲解 時間: 2025-3-22 20:24 作者: licence 時間: 2025-3-23 00:31 作者: 中止 時間: 2025-3-23 03:38 作者: GRIN 時間: 2025-3-23 06:54 作者: 平庸的人或物 時間: 2025-3-23 12:27
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作者: genuine 時間: 2025-3-23 13:51 作者: blackout 時間: 2025-3-23 21:44
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作者: 祖?zhèn)?nbsp; 時間: 2025-3-24 01:23
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作者: 大洪水 時間: 2025-3-24 02:41
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作者: 清澈 時間: 2025-3-24 10:36 作者: 青石板 時間: 2025-3-24 13:52
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作者: conception 時間: 2025-3-24 17:39
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作者: anchor 時間: 2025-3-24 20:21
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作者: 含糊 時間: 2025-3-25 00:55 作者: HUMP 時間: 2025-3-25 04:17
Alexander KottOffers a comprehensive overview and guide to the field of autonomous intelligent cyber defense agents (AICA).Includes the latest technical issues and practical design approaches.Presents three case st作者: exigent 時間: 2025-3-25 11:09 作者: 談判 時間: 2025-3-25 14:30 作者: 不朽中國 時間: 2025-3-25 17:21
978-3-031-29271-2The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl作者: 駕駛 時間: 2025-3-25 22:49
Book 2023nge. The authors advocate this vision, provide detailed guide to how such a visioncan be realized in practice, and its current state of the art..This book also covers key topics relevant to the field, including functional requirements and alternative architectures of AICA, how it perceives and under作者: Sarcoma 時間: 2025-3-26 02:32 作者: Consequence 時間: 2025-3-26 05:51
https://doi.org/10.1007/BFb0071604ceived as a MAS. Under this perspective, each function of an AICA is then conceived as a “MicroAgent”. An AICA is then a Multi MicroAgent System. Three layers of definition of MASCARA have been identified: general, detailed, technical. Like MicroAgents between themselves, a team of AICAs requires in作者: PANIC 時間: 2025-3-26 08:29
https://doi.org/10.1007/978-1-4612-0933-1ve cyber deception agents, are explored, providing motivation for continued research required for adoption in real-world cyber-defense solutions. The chapter also includes a discussion about the combination of automation, in the form of Security Orchestration and Automated Response (SOAR), and AI/ML作者: Incise 時間: 2025-3-26 13:21 作者: 召集 時間: 2025-3-26 20:20 作者: Vertebra 時間: 2025-3-26 22:50 作者: coddle 時間: 2025-3-27 04:03 作者: 捏造 時間: 2025-3-27 05:54 作者: 坦白 時間: 2025-3-27 09:58
The binding number of product graphs,ntified, and a representative example is illustrated. Specifically, a two-tier Multi-Agent Reinforcement Learning (MARL) algorithm was implemented to learn joint strategies among agents in a navigation and communication simulation environment. Based on simulation experiments, emergent collaborative 作者: Albumin 時間: 2025-3-27 14:05
Random subgraphs of regular graphs, that support task and overall outcomes. Human interaction considerations and methods relevant to AICA design are provided. The Human-Agent Mental Model and observe-orient-decide-act trace framework are described in reference to the current AICA reference architecture as an example of how to capture作者: Volatile-Oils 時間: 2025-3-27 20:27
Lecture Notes in Computer Sciencered for effective command and execution. Finally, the turbulent operational environment in which these units operate stresses the need for organizational agility, ensuring internal operations are matching the degree of turmoil in external environments, a principle known as requisite variety. This re作者: 推遲 時間: 2025-3-28 01:51 作者: commodity 時間: 2025-3-28 02:11 作者: 進取心 時間: 2025-3-28 09:02
Visualizing, Finding and Packing Dijoins,chitectures; mechanisms; testing and certification; operations; and social, ethical, and legal aspects. To show how the challenges associated with these components are related to each other, we make connections between these two ecosystems by describing how tackling challenges in the research ecosys作者: Mosaic 時間: 2025-3-28 14:30
Stanley C. Eisenstat,Joseph W. H. Liu manner. Complicating factors encountered include the difficulty in constructing the framework to operate with various external systems in a generalizable way, and the likely host-system impact of needing to run multiple containers simultaneously to achieve desired functionality, especially when hos作者: MIRTH 時間: 2025-3-28 18:06 作者: 他很靈活 時間: 2025-3-28 22:20 作者: 踉蹌 時間: 2025-3-29 00:06 作者: PHON 時間: 2025-3-29 05:15
Perception of Cyber Threats,ve cyber deception agents, are explored, providing motivation for continued research required for adoption in real-world cyber-defense solutions. The chapter also includes a discussion about the combination of automation, in the form of Security Orchestration and Automated Response (SOAR), and AI/ML作者: nonplus 時間: 2025-3-29 09:23 作者: OVERT 時間: 2025-3-29 13:20
Response Planning,loyed toward accomplishing response planning goals and discusses their advantages and limitations. The chapter finishes with a description of an operational cyber response planner prototype that has been developed to bring together a set of capabilities that fulfill the described response planner re作者: Lucubrate 時間: 2025-3-29 17:44
Recovery Planning,alizing security and safety requirements, it formally verifies recovery COAs with confidence guarantees, and obtains the optimal recovery COAs. We present two recovery scenarios in smart cities to demonstrate the effectiveness of our recovery planning system.作者: 烤架 時間: 2025-3-29 21:46
Strategic Cyber Camouflage,ckers, and the third applies machine learning methods to scale up feature modifications to create more effective deceptive objects at scale. All of these models can be customized to different types of strategic questions around effectively deploying camouflage to affect an adversary, and they serve 作者: CALL 時間: 2025-3-30 03:22 作者: 頑固 時間: 2025-3-30 07:32 作者: 暴行 時間: 2025-3-30 11:03
Human Interactions, that support task and overall outcomes. Human interaction considerations and methods relevant to AICA design are provided. The Human-Agent Mental Model and observe-orient-decide-act trace framework are described in reference to the current AICA reference architecture as an example of how to capture作者: 多山 時間: 2025-3-30 14:23 作者: DRILL 時間: 2025-3-30 18:22 作者: 共同時代 時間: 2025-3-30 23:55
Policy Issues,on their networks, means that AICA use must be calibrated to achieve only the effects desired in a world in which miscalculation and escalation are possible. This chapter explore the new, complex information technology eco-system in which AICA will operate, and some of the policy and doctrinal conce作者: 有組織 時間: 2025-3-31 04:05
AICA Development Challenges,chitectures; mechanisms; testing and certification; operations; and social, ethical, and legal aspects. To show how the challenges associated with these components are related to each other, we make connections between these two ecosystems by describing how tackling challenges in the research ecosys作者: Yag-Capsulotomy 時間: 2025-3-31 06:38
Case Study A: A Prototype Autonomous Intelligent Cyber-Defense Agent, manner. Complicating factors encountered include the difficulty in constructing the framework to operate with various external systems in a generalizable way, and the likely host-system impact of needing to run multiple containers simultaneously to achieve desired functionality, especially when hos作者: Implicit 時間: 2025-3-31 12:09 作者: 粗鄙的人 時間: 2025-3-31 15:00
https://doi.org/10.1007/978-1-4612-0933-1ate-of-the-art autonomous cyber defense agents that model adversary behavior from traffic induced observables without a priori expert knowledge or ground truth labels. We close with recommendations and directions for future work.作者: 不知疲倦 時間: 2025-3-31 21:00
