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English(EN) Temporal-Difference Calibration of Black-Box Simulators

新的时序差分框架使用贝尔曼正交性校准黑盒模拟器

研究人员开发了一种新的无导数时序差分(TD)框架,用于校准黑盒模拟器。该框架使用目标系统的一次转移和嘈杂的模拟器生成的延续值,通过贝尔曼正交性定义校准参数。提出的 TD 算法在各种查询噪声机制下建立了收敛性和误差界限,揭示了一种依赖于规范的偏差现象,在这种现象中,偏差在模拟器规范正确的情况下可能会消失。 AI

排序理由 该集群包含一篇研究论文,详细介绍了用于模拟器校准的新框架。[lever_c_demoted from research: ic=1 ai=1.0]

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

新的时序差分框架使用贝尔曼正交性校准黑盒模拟器

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该集群包含一篇研究论文,详细介绍了用于模拟器校准的新框架。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

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

    黑箱模拟器的时序差分校准

    We develop a derivative-free temporal-difference (TD) framework for calibrating black-box simulators using one-step transitions from a target system and noisy simulator-generated continuation values. The calibration parameter is defined through Bellman orthogonality, recovering t…