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20242026
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9 papers · 1 filter

cs.RO2026

RoboBrain 2.5: Depth in Sight, Time in Mind

Huajie Tan, Enshen Zhou, Zhiyu Li +32

We introduce RoboBrain 2.5, a next-generation embodied AI foundation model that advances general perception, spatial reasoning, and temporal modeling through extensive training on…

cs.RO2026

Action-Sketcher: From Reasoning to Action via Visual Sketches for Long-Horizon Robotic Manipulation

Huajie Tan, Peterson Co, Yijie Xu +9

Long-horizon robotic manipulation is increasingly important for real-world deployment, requiring spatial disambiguation in complex layouts and temporal resilience under dynamic int…

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

Robo-Dopamine: General Process Reward Modeling for High-Precision Robotic Manipulation

Huajie Tan, Sixiang Chen, Yijie Xu +12

The primary obstacle for applying reinforcement learning (RL) to real-world robotics is the design of effective reward functions. While recently learning-based Process Reward Model…

cs.RO2025

RoboOS-NeXT: A Unified Memory-based Framework for Lifelong, Scalable, and Robust Multi-Robot Collaboration

Huajie Tan, Cheng Chi, Xiansheng Chen +21

The proliferation of collaborative robots across diverse tasks and embodiments presents a central challenge: achieving lifelong adaptability, scalable coordination, and robust sche…

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…