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PACT-VLA: Verifying speculative action chunks with pre-commit observations

arXiv cs.RO

PACT-VLA proposes a training-free framework that, in asynchronous inference, uses pre-commit observations to select the best-matching action chunk. Its scoring function, FlowRes, measures the residual between the direction of a candidate's latent flow and the velocity predicted by the frozen policy under that observation, without needing a separate verifier.

Part of the event: PACT-VLA: A Training-Free Action Chunk Verification Framework to Improve Asynchronous Inference Success Rate

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