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Higher-Order Action Supervision Makes A Strong Policy Class

1 reports1 reporting sourcesUpdated 23 hours ago

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Source roundup from published reports. Claims below are attributed to their publishers, not independently verified. arXiv Robotics — research abstracts: Higher-Order Action Supervision Enhances Policy Robustness. This study shows that supervising zeroth- and first-order actions improves policy performance and robustness. The method works with existing RL frameworks and boosts out-of-distribution generalization in low-data setting…

Generated from attributed reports · Updated 2 hours ago

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10/9
  1. arXiv Robotics — research abstracts
    Higher-Order Action Supervision Enhances Policy Robustness

    This study shows that supervising zeroth- and first-order actions improves policy performance and robustness. The method works with existing RL frameworks and boosts out-of-distribution generalization in low-data settings.

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