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Human-Machine Teaming and Cyberspace

机译:人机组合和网络空间

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摘要

Artificial Intelligence is becoming the key enabler of solutions to a variety of problems including those associated with cyberspace operations. Based on our analysis of cyber threats and opportunities in the coming years, we assess it as very likely that teams consisting of humans and synthetic agents will routinely work together in many if not most organizations. To fully leverage the potential of these teams, we must continue to develop new paradigms in human-machine teaming. Specifically, we must address three areas that are currently in their infancy. Firstly, we need interfaces that allow all teammates to communicate effectively with each other and seamlessly transfer tasks among them. This must be true regardless of whether the endpoints are human or not. Secondly, we will need cybersecurity operators with broad knowledge and skills. They must know how their synthetic teammates "think," when to task them and when to question their reports. Thirdly, our AI systems must be able to explain their decision-making processes to their human teammates. This paper provides an overview of cyberspace threats and opportunities in the next ten years and how these will impact human-machine teaming. We then apply the key lessons we have learned while working a multitude of advanced research projects at the intersection of human and AI agents to cyberspace operations. Finally, we propose areas of research that will allow humans and machines to better collaborate in the future.
机译:人工智能正在成为解决方案的各种问题,包括与网络空间行动有关的关键推动者。基于我们在未来几年的网络威胁和机遇的分析,我们估计它很可能是由人类和合成剂的团队将定期在许多如果不是大多数组织合作。为了充分利用这些球队的潜力,我们必须继续开发人机组队的新模式。具体而言,我们必须处理目前处于起步阶段三个方面。首先,我们需要让所有队友与它们之间相互无缝传输任务进行有效的沟通界面。端点是否是人还是不这必须是真实的不管。其次,我们需要的网络安全运营商有广泛的知识和技能。他们必须知道他们的队友合成如何“认为,”何时任务它们以及何时质疑他们的报告。第三,我们的AI系统必须能够解释他们的决策过程,以他们的人类队友。本文提供网络空间的威胁和机遇,在未来十年,如何将这些会影响人机组队的概述。然后,我们应用我们,而在人类和AI代理的路口网络空间行动工作先进研究项目众多关键的经验教训。最后,我们提出的研究,使人类和机器在未来更好地协作领域。

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