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cs.RO2026

RoboDreamer: Anticipatory Humanoid Locomotion with Predictive State-Space Models

Zhe Li, Yangyang Wei, Xichen Yuan +4

Humanoid locomotion requires control policies that remain stable under imperfect sensing while exploiting temporal context for consistent motion. We present RoboDreamer, a two-stag…

cs.RO2026

-0: A Latent Predictive World Action Model for Concurrent Humanoid Loco-Manipulation

Zhe Li, Zhenzhe Zhang, Yangyang Wei +8

Humanoid household tasks often require concurrent loco-manipulation, where the robot must move, adjust posture, maintain balance, and manipulate objects as a single coordinated beh…

cs.RO2026

EM-Fall: Embodied mmWave Sensing for Day-and-Night Fall Detection on Humanoid Robots

Yanshuo Lu, Yuxuan Hu, Shenghai Yuan +5

Falls are one of the leading causes of injury and hospitalization among elderly individuals, making reliable fall awareness an essential capability for safety monitoring in residen…

cs.RO2026

Gaze2Act: Gaze-Conditioned Vision-Language-Action Policies for Interactive Robot Manipulation

Kuangji Zuo, Gen Li, Bofan Lyu +9

Vision-Language-Action (VLA) models have recently shown strong potential for robot learning by following language instructions. However, in practice, language alone is often insuff…

cs.RO2026

RoboForge: Physically Optimized Text-guided Whole-Body Locomotion for Humanoids

Xichen Yuan, Zhe Li, Bofan Lyu +4

While generative models have become effective at producing human-like motions from text, transferring these motions to humanoid robots for physical execution remains challenging. E…