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English(EN) SPIKE: An Adaptive Dual Controller Framework for Cost-Efficient Long-Horizon Game Agents

SPIKE框架通过双控制器提升博弈智能体效率

研究人员开发了SPIKE,一个旨在提高复杂博弈环境中长时智能体效率的自适应双控制器框架。SPIKE利用一个用于全局规划的策略控制器和一个用于即时行动的反应控制器,并通过一个事件触发系统来管理何时在它们之间切换。这种方法显著减少了令牌消耗和延迟,同时提高了需要扩展决策的任务的成功率。 AI

影响 SPIKE的自适应控制可以使复杂、长时任务中的AI智能体更高效、更有能力,并降低计算成本。

排序理由 该集群描述了一篇关于AI智能体新颖框架的最新研究论文。

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

SPIKE框架通过双控制器提升博弈智能体效率

报道来源 [2]

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

    SPIKE: An Adaptive Dual Controller Framework for Cost-Efficient Long-Horizon Game Agents

    Long-horizon multimodal agents in open-world games must stay goal-directed across many low-level interactions under tight token and latency budgets. Existing approaches often trade off costly per-step reasoning against reactive execution that can drift, repeat failures, and recov…

  2. arXiv cs.CV TIER_1 English(EN) · Dacheng Tao ·

    SPIKE: An Adaptive Dual Controller Framework for Cost-Efficient Long-Horizon Game Agents

    Long-horizon multimodal agents in open-world games must stay goal-directed across many low-level interactions under tight token and latency budgets. Existing approaches often trade off costly per-step reasoning against reactive execution that can drift, repeat failures, and recov…