most citedGridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

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cs.RO2026

Do You Have Freestyle? Expressive Humanoid Locomotion via Audio Control

Zhe Li, Cheng Chi, Yangyang Wei +9

Humans intuitively move to sound, but current humanoid robots lack expressive improvisational capabilities, confined to predefined motions or sparse commands. Generating motion fro…

cs.RO2025

RoboMirror: Understand Before You Imitate for Video to Humanoid Locomotion

Zhe Li, Boan Zhu, Yangyang Wei +11

Humans learn locomotion through visual observation, interpreting visual content first before imitating actions. However, state-of-the-art humanoid locomotion systems rely on either…

cs.RO2025

Embodied Robot Manipulation in the Era of Foundation Models: Planning and Learning Perspectives

Shuanghao Bai, Wenxuan Song, Jiayi Chen +14

Recent advances in vision, language, and multimodal learning have significantly accelerated progress in robotic foundation models, with robotic manipulation remaining one of the mo…

cs.RO2025

From Language to Locomotion: Retargeting-free Humanoid Control via Motion Latent Guidance

Zhe Li, Cheng Chi, Yangyang Wei +7

Natural language offers a natural interface for humanoid robots, but existing language-guided humanoid locomotion pipelines remain cumbersome and untrustworthy. They typically deco…

cs.RO2025

Towards a Unified Understanding of Robot Manipulation: A Comprehensive Survey

Shuanghao Bai, Wenxuan Song, Jiayi Chen +15

Embodied intelligence has witnessed remarkable progress in recent years, driven by advances in computer vision, natural language processing, and the rise of large-scale multimodal…