Mirroring, Imitation, and Tool

23 Oct 2023 (modified: 26 Jan 2024)PKU 2023 Fall CoRe SubmissionEveryoneRevisionsBibTeX
Keywords: Mirroring, Imitation, Tool
Abstract: This essay explores the significant gap between the current abilities of robotics and AI in tool utilization and the largely uncharted territory of tool creation, a skill observed in crows and other animal species. While existing methodologies in robotics, particularly imitation learning, have shown success in tasks involving predefined tools and objectives, they fall short in scenarios requiring innovation and the creation of new tools. Similarly, advancements in AI, like language models, have demonstrated impressive interaction capabilities with pre-existing tools but have yet to venture into genuine tool innovation. The challenge lies in the exponential increase in complexity when transitioning from tool use to tool creation, necessitating a comprehension of causal relationships, environmental elements, and an ability to foresee a multitude of potential consequences. Addressing this challenge calls for a reimagining of AI's cognitive capabilities, emphasizing creativity, intuition, and advanced problem-solving strategies akin to those exhibited by humans and intelligent animal species.
Submission Number: 101
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