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English(EN) MAGIC: Transition-Aware Generation of Navigable Multi-Scene Game Worlds with Large Language Models

LLM通过MAGIC系统生成可导航的多场景游戏世界

研究人员开发了MAGIC,一个旨在利用大型语言模型(LLM)生成可导航的多场景游戏世界的新系统。与以往的单场景生成方法不同,MAGIC解决了跨场景一致性、场景内可导航性和过渡验证问题。该系统采用一个四阶段的流程,规划中间表示,生成具有可达性强制执行的场景,并将它们集成到一个可运行的项目中。还引入了一个评估代理来测试过渡,在一个新的基准上实现了高精度、召回率和F1分数。 AI

影响 这项研究可以通过自动化创建复杂、互联的游戏环境来显著简化游戏开发。

排序理由 这是一篇详细介绍使用LLM生成游戏世界的新系统和方法的学术论文。

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

LLM通过MAGIC系统生成可导航的多场景游戏世界

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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Tsz Hei Fan, Choi Wing Fung, Yuxuan Wan, Shuqing Li, Michael R. Lyu ·

    MAGIC: 大型语言模型实现可导航多场景游戏世界的感知过渡生成

    arXiv:2607.11594v1 Announce Type: new Abstract: Multi-scene navigation (clearing an objective in one bounded space and then crossing a portal into the next) is a defining feature of contemporary 3D games, but authoring it is laborious: every portal must have consistent endpoints …

  2. arXiv cs.AI TIER_1 English(EN) · Michael R. Lyu ·

    MAGIC: 大型语言模型实现可导航多场景游戏世界的过渡感知生成

    Multi-scene navigation (clearing an objective in one bounded space and then crossing a portal into the next) is a defining feature of contemporary 3D games, but authoring it is laborious: every portal must have consistent endpoints on both sides, each interior must remain navigab…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    MAGIC:大型语言模型实现可导航多场景游戏世界的过渡感知生成

    Multi-scene navigation (clearing an objective in one bounded space and then crossing a portal into the next) is a defining feature of contemporary 3D games, but authoring it is laborious: every portal must have consistent endpoints on both sides, each interior must remain navigab…