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cs.RO2026

ExoActor: Exocentric Video Generation as Generalizable Interactive Humanoid Control

Yanghao Zhou, Jingyu Ma, Yibo Peng +3

Humanoid control systems have made significant progress in recent years, yet modeling fluent interaction-rich behavior between a robot, its surrounding environment, and task-releva…

cs.RO2026

MOSAIC: Bridging the Sim-to-Real Gap in Generalist Humanoid Motion Tracking and Teleoperation with Rapid Residual Adaptation

Zhenguo Sun, Bo-Sheng Huang, Yibo Peng +9

Generalist humanoid motion trackers have recently achieved strong simulation metrics by scaling data and training, yet often remain brittle on hardware during sustained teleoperati…

cs.RO2026

DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter

Xukun Li, Yu Sun, Lei Zhang +10

Bimanual dexterous manipulation relies on integrating multimodal inputs to perform complex real-world tasks. To address the challenges of effectively combining these modalities, we…

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

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…