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Flow-Support-Weighted Proposals for Test-Time Verified VLA P

1 reports1 reporting sourcesUpdated 7 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: Flow-Support-Weighted Proposals for Test-Time Verified VLA Policies. This research introduces Action Dynamic Sampling (ADS) to address proposal contraction in VLA models during test-time verification. ADS improves proposal diversity during training by integrating additional trajectories a…

Generated from attributed reports · Updated 1 hours ago

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10/14
  1. arXiv Robotics — research abstracts
    Flow-Support-Weighted Proposals for Test-Time Verified VLA Policies

    This research introduces Action Dynamic Sampling (ADS) to address proposal contraction in VLA models during test-time verification. ADS improves proposal diversity during training by integrating additional trajectories and using a Hutchinson trace estimator to score paths, leading to better performance in simulation and real-world manipulation tasks.

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