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cs.CV2026
TagaVLM: Topology-Aware Global Action Reasoning for Vision-Language Navigation
Jiaxing Liu, Zexi Zhang, Xiaoyan Li +3
Vision-Language Navigation (VLN) presents a unique challenge for Large Vision-Language Models (VLMs) due to their inherent architectural mismatch: VLMs are primarily pretrained on…
cs.RO2026
AnchorRefine: Synergy-Manipulation Based on Trajectory Anchor and Residual Refinement for Vision-Language-Action Models
Tingzheng Jia, Kan Guo, Lanping Qian +6
Precision-critical manipulation requires both global trajectory organization and local execution correction, yet most vision-language-action (VLA) policies generate actions within…