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English(EN) When Does Muon Help Agentic Reinforcement Learning?

Muon 优化器在 Agentic 强化学习任务中展现出潜力

一篇新的研究论文探讨了 Muon 优化器在 Agentic 强化学习 (RL) 任务中的有效性,特别是在稀疏奖励环境中的应用。该研究使用 Qwen2.5-0.5B-Instruct 在 ALFWorld 基准测试上进行,发现将 Muon 整合到隐藏权重矩阵中,与标准的 AdamW 优化器相比,成功率显著提高。Muon 的优势被观察到取决于优势估计器和学习率等因素,特定配置可带来验证成功率的大幅提升和更快的收敛速度。 AI

影响 Muon 优化器有潜力提高 Agentic 强化学习的性能,尤其是在稀疏奖励场景下。

排序理由 该集群包含一篇详细介绍 AI 优化技术实验结果的研究论文。

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Muon 优化器在 Agentic 强化学习任务中展现出潜力

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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Kai Ruan, Jinghao Lin, Zihe Huang, Ziqi Zhou, Qianshan Wei, Xuan Wang, Hao Sun ·

    Muon何时能助力Agentic强化学习?

    arXiv:2607.16169v1 Announce Type: cross Abstract: Muon is competitive with AdamW in large-scale pre-training, but its value for reinforcement-learning (RL) post-training remains unclear. We study vanilla Muon in sparse-reward agentic RL through matched single-seed comparisons wit…

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

    Muon 何时能助力 Agentic 强化学习?

    Muon is competitive with AdamW in large-scale pre-training, but its value for reinforcement-learning (RL) post-training remains unclear. We study vanilla Muon in sparse-reward agentic RL through matched single-seed comparisons with AdamW on ALFWorld using Qwen2.5-0.5B-Instruct. U…