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20242026
most citedVLM-Social-Nav: Socially Aware Robot Navigation through Scoring using Vision-Language Models

1 citations · 2 across the 15 of their papers we have counts for

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cs.RO2025

MAction-SocialNav: Multi-Action Socially Compliant Navigation via Reasoning-enhanced Prompt Tuning

Zishuo Wang, Xinyu Zhang, Zhuonan Liu +4

Socially compliant navigation requires robots to move safely and appropriately in human-centered environments by respecting social norms. However, social norms are often ambiguous,…

cs.RO2025

Verti-Arena: A Controllable and Standardized Indoor Testbed for Multi-Terrain Off-Road Autonomy

Haiyue Chen, Aniket Datar, Tong Xu +6

Off-road navigation is an important capability for mobile robots deployed in environments that are inaccessible or dangerous to humans, such as disaster response or planetary explo…

cs.RO2025

MOSU: Autonomous Long-range Robot Navigation with Multi-modal Scene Understanding

Jing Liang, Kasun Weerakoon, Daeun Song +3

We present MOSU, a novel autonomous long-range navigation system that enhances global navigation for mobile robots through multimodal perception and on-road scene understanding. MO…

cs.RO2025

Narrate2Nav: Real-Time Visual Navigation with Implicit Language Reasoning in Human-Centric Environments

Amirreza Payandeh, Anuj Pokhrel, Daeun Song +2

Large Vision-Language Models (VLMs) have demonstrated potential in enhancing mobile robot navigation in human-centric environments by understanding contextual cues, human intention…

cs.RO2025★ 1 cited

AutoSpatial: Visual-Language Reasoning for Social Robot Navigation through Efficient Spatial Reasoning Learning

Yangzhe Kong, Daeun Song, Jing Liang +3

We present a novel method, AutoSpatial, an efficient approach with structured spatial grounding to enhance VLMs' spatial reasoning. By combining minimal manual supervision with lar…