GeoAlign: Beyond Semantics with State-Guided Spatial Alignment in VLA Models

Yizhi Chen, Zhanxiang Cao, Xinyi Peng +14

Current Vision--Language--Action (VLA) models often optimize for semantic grounding, whereas executable manipulation requires geometry-aware spatial alignment and dynamic affordanc…