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End-to-end dexterous arm-hand vla policies via shared autonomy: Vr teleoperation augmented by autonomous hand vla policy for efficient data collection

3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

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cs.RO 3

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2026 3

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UNVERDICTED 3

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DexPIE: Stable Dexterous Policy Improvement from Real-World Experience

cs.RO · 2026-06-08 · unverdicted · novelty 5.0

DexPIE improves dexterous manipulation success rates by 37% over demo policies via real-world experience collection with adapted intervention, multi-stage DAgger, asynchronous relative-action inference, and optimality conditioning.

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