EnvACE: Internalizing Environment Dynamics via World Rehearsal for Agentic Reinforcement Learning

  • 类型：arxiv
  • 标识：2608.06197
  • 链接：http://arxiv.org/abs/2608.06197v1
  • 主分类：agent
  • 形态：method
  • 被引：0
  • 被引来源：Semantic Scholar
  • S2被引：0
  • 影响力被引：0
  • TLDR：EnvACE is introduced, an agentic reinforcement learning method that replaces external environment interaction during training with world rehearsal, establishing world rehearsal as a new path toward scaling LLM agent training beyond the constraints of external environments.
  • 副分类：engineering
  • 待LLM分类：否
  • 标题中文：EnvACE：通过 World Rehearsal 内化环境动力学以用于 Agentic 强化学习
  • TLDR中文：EnvACE 是一种 Agentic 强化学习方法，用 world rehearsal 替代训练中的外部环境交互，将 world rehearsal 确立为突破外部环境约束、扩展 LLM Agent 训练的新路径。
  • 来源文件：
  • /inbox/tom/_candidates/2026-08-07-agent-rag-longcontext-candidates.json
  • [S2 enrich]