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# Intra-VLM Representation Refinement (IVRR)

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  1. arXiv

    Robot manipulation policy stops leaning on pretraining alone: Axiom-0 reaches 62.32% success on RoboCasa365

    Axiom-0 uses hierarchical self-refinement to improve both the vision-language model's internal representations and the conditioning before action generation, reaching 62.32% overall success on RoboCasa365, 4.22 percentage points above the highest published leaderboard score of 58.1% from Paimon-0.

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