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Robot Manipulation Policies

Methods for training and augmenting vision-language-action policies for robot manipulation, including affordance grounding and architectural design.

5 papers

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  1. Oct 2026 · HKU, CUHK(SZ)

    Robot policies encode changed instructions but still follow scene cues

    Tests whether language-conditioned robot policies actually follow instructions vs scene cues, revealing grounding issues.

  2. 3 further papers

    Oct 2026 · POSTECH, KAIST

    Forecasting 3D scene motion improves dexterous robot manipulation

    introduces a policy pretrained on human demonstrations using 3D point trajectory forecasting, achieving better performance on dexterous tasks.

2 of 5 papers shown