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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.RO2026

Hydra: A Navigation World Action Model with Discrete Latent Planning and Continuous Flow-Matching Execution

Mohammad Nazeri, Alexandyr Card, Samira Huber +6

World models let robots imagine possible futures, but exploiting this capability for real-time control is bottlenecked by a representation misalignment: the generative model and th…

cs.RO2026

ACME: A Multi-Cultural, Multi-Embodiment Social-Navigation Dataset

Shashank Rao Marpally, Allan Wang, Atharva Ghotavadekar +35

Understanding how robots and humans move in shared spaces is essential for designing effective social robot navigation policies and predicting human behavior. However, existing dat…

cs.RO2026

HumAIN: Human-Aware Implicit Social Robot Navigation

Daeun Song, Nhat Le, Jeffrey Chen +7

Effective social robot navigation requires sensitivity to human behavior, often revealed through subtle skeletal cues like gait and orientation. We present Human-Aware Implicit Soc…

cs.RO2026

E-SocialNav: Efficient Socially Compliant Navigation with Language Models

Ling Xiao, Daeun Song, Xuesu Xiao +1

Language models (LMs) are increasingly applied to robotic navigation; however, existing benchmarks primarily emphasize navigation success rates while paying limited attention to so…

cs.RO2026

Legs Over Arms: On the Predictive Value of Lower-Body Pose for Human Trajectory Prediction from Egocentric Robot Perception

Nhat Le, Daeun Song, Xuesu Xiao

Predicting human trajectory is crucial for social robot navigation in crowded environments. While most existing approaches treat human as point mass, we present a study on multi-ag…

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,…