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Author

Jian Cheng

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Preprint Aug 2026

Mind-VLA: Instruction-Aware Spatial Representation Alignment for Vision-Language-Action Models

Recent Vision-Language-Action (VLA) methods improve generalization by aligning their representations with 3D scene geometry. However, these methods are fundamentally instruction-agnostic: the representations align the entire scene uniformly, neglecting the 3D geometry of the specific target object designated by the lan...

Xing-Yu Ding, Yu-Zhong Zhao, Yang Wu et al. · 1 citation

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