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2026 1

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See Less, Specify More: Visual Evidence Budgets for Generalizable VLAs

cs.RO · 2026-06-01 · unverdicted · novelty 6.0

S2 improves generalization in vision-language-action models by using goal-preserving refined language guidance and explicit visual evidence budgets, raising mean subtask success from 54.2% to 79.0% on eight real-robot tasks compared to pi0.5.

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  • See Less, Specify More: Visual Evidence Budgets for Generalizable VLAs cs.RO · 2026-06-01 · unverdicted · none · ref 36

    S2 improves generalization in vision-language-action models by using goal-preserving refined language guidance and explicit visual evidence budgets, raising mean subtask success from 54.2% to 79.0% on eight real-robot tasks compared to pi0.5.