{"repo":"zju-vipa/Odyssey","free":true,"listed":false,"github":"https://github.com/zju-vipa/Odyssey","clone":"git clone https://github.com/zju-vipa/Odyssey.git","description":"Odyssey: Empowering Minecraft Agents with Open-World Skills","language":"Python","stars":401,"topics":["agent","large-language-models","llm","minecraft","embodied-agent","llm-agent","fine-tuning","large-language-model"],"license":"MIT","category":"ai-agents","readme_excerpt":"Empowering Minecraft Agents with Open-World Skills Official codebase for the paper \"Odyssey: Empowering Minecraft Agents with Open-World Skills\". This codebase is based on the Voyager framework. Overview Abstract: Recent studies have delved into constructing generalist agents for open-world environments like Minecraft. Despite the encouraging results, existing efforts mainly focus on solving basic programmatic tasks, e.g., material collection and tool-crafting following the Minecraft tech-tree, treating the ObtainDiamond task as the ultimate goal. This limitation stems from the narrowly defined set of actions available to agents, requiring them to learn effective long-horizon strategies from scratch. Consequently, discovering diverse gameplay opportunities in the open world becomes challenging. In this work, we introduce Odyssey, a new framework that empowers Large Language Model (LLM)-based agents with open-world skills to explore the vast Minecraft world. Odyssey comprises three key parts: - (1) An interactive agent with an open-world skill library that consists of 40 primitive skills and 183 compositional skills. - (2) A fine-tuned LLaMA-3 model trained on a large question-answering dataset with 390k+ instruction entries derived from the Minecraft Wiki. - (3) A new agent capability benchmark includes the long-term planning task, the dynamic-immediate planning task, and the autonomous exploration task. Extensive experiments demonstrate that the proposed Odyssey framework ca","default_branch":null,"files":null,"tree":[],"storefront":"/r/zju-vipa","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/zju-vipa/Odyssey/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}