对抗性多智能体系统中策略欺骗规划的建模
Modelling Strategic Deceptive Planning in Adversarial Multi-Agent Systems
摘要:
欺骗在战争中几乎无处不在,应该成为军事行动研究的中心考虑因素。然而,在模拟操作代理行为的研究通常忽略了包括明确的模型欺骗。本文提出了一个计算模型,近似人类的欺骗性规划过程,使真实的表示策略欺骗多智能体系统。所提出的欺骗性规划模型提供了一个框架,用于研究,解释和发现欺骗性行为,从而能够生成对抗性规划问题的新解决方案。
英文摘要:
Deception is virtually ubiquitous in warfare, and should be a central consideration for military operations research. However, studies of agent behaviour in simulated operations have typically neglected to include explicit models of deception. This paper proposes that a computational model that approximates the human deceptive planning process would enable the authentic representation of strategic deception in multi-agent systems. The proposed deceptive planning model provides a framework for studying, explaining, and discovering deceptive behaviours, enabling the generation of novel solutions to adversarial planning problems.
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