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Shang-Yuan Yuan

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Preprint Oct 2026

StairVLA: Stage-Aware Hierarchical Action Generation for Vision-Language-Action Models

Vision-language-action (VLA) models increasingly rely on diffusion- or flow-matching-based action heads to generate continuous robot actions. These action heads typically process the denoising trajectory in a largely uniform manner. However, we observe that the conditioning focus naturally shifts across denoising stage...

Shang-Yuan Yuan, Xin-Da Qi, Yu-Jiang Pu et al. · 0 citations

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