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20232026
most citedKERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation

3 citations · 4 across the 5 of their papers we have counts for

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cs.CV2026

GA-VLN: Geometry-Aware BEV Representation for Efficient Vision-Language Navigation

Jiahao Yang, Zihan Wang, Xiangyang Li +4

Despite significant progress in Vision-Language Navigation (VLN), existing approaches still rely on dense RGB videos that produce excessive patch tokens and lack explicit spatial s…

cs.CV2026

SVLL: Staged Vision-Language Learning for Physically Grounded Embodied Task Planning

Yuyuan Yang, Junkun Hong, Hongrong Wang +11

Embodied task planning demands vision-language models to generate action sequences that are both visually grounded and causally coherent over time. However, existing training parad…

cs.CV20241 cited

Lookahead Exploration with Neural Radiance Representation for Continuous Vision-Language Navigation

Zihan Wang, Xiangyang Li, Jiahao Yang +4

Vision-and-language navigation (VLN) enables the agent to navigate to a remote location following the natural language instruction in 3D environments. At each navigation step, the…

cs.CV2023

GridMM: Grid Memory Map for Vision-and-Language Navigation

Zihan Wang, Xiangyang Li, Jiahao Yang +2

Vision-and-language navigation (VLN) enables the agent to navigate to a remote location following the natural language instruction in 3D environments. To represent the previously v…

cs.CV20233 cited

KERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation

Xiangyang Li, Zihan Wang, Jiahao Yang +2

Vision-and-language navigation (VLN) is the task to enable an embodied agent to navigate to a remote location following the natural language instruction in real scenes. Most of the…