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Author

Hang Yu

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Preprint Aug 2026

GWM-VLA: Geometry-Aware Latent World Modeling for Vision-Language-Action Learning

GWM-VLA is proposed, a geometry-aware latent world modeling framework for VLA learning that combines geometry-aware multi-view state encoding, global context-conditioned target-view prediction, and shared latent-action representations grounded by robot-action supervision.

Yanping Zhao, Hang Yu, Yi-Wei Wang et al. · 2 citations
Jul 2026

TS-Mask VLA: 2D Temporal-Spatial Masking for Vision-Language-Action Model with Effective Bridging

TS-Mask VLA is built upon two key designs: a Discrete Diffusion Action Expert equipped with a Bridge Attention conditioning bridge, which enables multi-layer conditioning from the VLM and facilitates more accurate and stable action generation; and a temporal-spatial 2D masking strategy for discrete action tokens that s...

Shengzhuo Yang, Ronghao Yu, Chuanjie Lv et al. · 0 citations

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