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TierCEM:带优先级约束的交叉熵优化方法

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2026-10-02,arXiv·Robotics 论文提出 TierCEM,将严格约束优先级直接融入交叉熵方法的精英选择,无需为各约束配置重要性权重。方法按优先级从高到低依次过滤采样候选,当某约束剔除全部候选时回退到上一非空集,递归保留更高优先级约束的满足。实验在 2D 导航和接触密集推搡任务上进行,结果表明约束排序反转会改变冲突时被违反的约束,优先推进任务目标也允许放松阻碍进展的低优先级约束。

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Oct 2, 2026
  1. arXiv · Robotics
    带优先约束的交叉熵优化方法 TierCEM

    论文提出 TierCEM,一种将严格约束优先级直接融入精英选择的交叉熵方法变体,无需为每个约束配置重要性权重。该方法按优先级从高到低依次过滤采样候选,当某约束剔除全部候选时回退到上一非空集,递归保留更高优先级约束的满足。在 2D 导航和接触密集推搡任务上的实验表明,约束排序反转会改变冲突时被违反的约束,优先推进任务目标也允许放松阻碍进展的低优先级约束。

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