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cs.RO2026

RynnBrain: Open Embodied Foundation Models

Ronghao Dang, Jiayan Guo, Bohan Hou +23

Despite rapid progress in multimodal foundation models, embodied intelligence community still lacks a unified, physically grounded foundation model that integrates perception, reas…

cs.RO2026

DexFormer: Cross-Embodied Dexterous Manipulation via History-Conditioned Transformer

Ke Zhang, Lixin Xu, Chengyi Song +4

Dexterous manipulation remains one of the most challenging problems in robotics, requiring coherent control of high-DoF hands and arms under complex, contact-rich dynamics. A major…

cs.RO2025

RoboWheel: A Data Engine from Real-World Human Demonstrations for Cross-Embodiment Robotic Learning

Yuhong Zhang, Zihan Gao, Shengpeng Li +12

We introduce Robowheel, a data engine that converts human hand object interaction (HOI) videos into training-ready supervision for cross morphology robotic learning. From monocular…

cs.RO2025

General-Purpose Aerial Intelligent Agents Empowered by Large Language Models

Ji Zhao, Xiao Lin

The emergence of large language models (LLMs) opens new frontiers for unmanned aerial vehicle (UAVs), yet existing systems remain confined to predefined tasks due to hardware-softw…

cs.RO2025

AnyNav: Visual Neuro-Symbolic Friction Learning for Off-road Navigation

Taimeng Fu, Zitong Zhan, Zhipeng Zhao +7

Off-road navigation is critical for a wide range of field robotics applications from planetary exploration to disaster response. However, it remains a longstanding challenge due to…