preprintarXiv (Cornell University)May 25, 2023GREEN OA

Voyager: An Open-Ended Embodied Agent with Large Language Models

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Abstract

We introduce Voyager, the first LLM-powered embodied lifelong learning agent in Minecraft that continuously explores the world, acquires diverse skills, and makes novel discoveries without human intervention. Voyager consists of three key components: 1) an automatic curriculum that maximizes exploration, 2) an ever-growing skill library of executable code for storing and retrieving complex behaviors, and 3) a new iterative prompting mechanism that incorporates environment feedback, execution errors, and self-verification for program improvement. Voyager interacts with GPT-4 via blackbox queries, which bypasses the need for model parameter fine-tuning. The skills developed by Voyager are temporally extended,…

Citation impact

193
total citations
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Authors

8

Topics & keywords

Keywords
  • Codebase
  • Computer science
  • Executable
  • Embodied cognition
  • Context (archaeology)
  • Key (lock)
  • Code (set theory)
  • Forgetting
UN Sustainable Development Goals
  • Quality Education
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