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Enhancing intelligent agents with episodic memory.

机译:通过情景记忆增强智能主体。

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In this dissertation, we explore the effects of adding an episodic memory to an intelligent agent.; First, we define the design space for episodic memory systems and the properties that any implementation must have in order to be integrated into a cognitive architecture. We then describe our exploration of this space including two major implementations of an architectural episodic memory as well as several refinements to those implementations and their impact on agent performance.; We also present a series of cognitive capabilities that are facilitated by virtue of an agent possessing an episodic memory. We hypothesize that these capabilities improve an agent's ability to effectively sense its environment, reason and learn. We then demonstrate five of these cognitive capabilities using a specific task in one of two different virtual environments.
机译:在本文中,我们探讨了向智能主体添加情景记忆的作用。首先,我们定义了情节存储系统的设计空间以及任何实现必须集成到认知体系结构中的属性。然后,我们描述我们对该空间的探索,包括体系结构情景存储器的两个主要实现,以及对这些实现的若干改进及其对代理性能的影响。我们还介绍了一系列认知功能,这些功能通过具有情节记忆的媒介得以促进。我们假设这些功能可以提高座席有效感知其环境,推理和学习的能力。然后,我们在两个不同的虚拟环境之一中使用特定任务演示了这些认知能力中的五个。

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