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cs.RO2026

DreamPolicy: A Unified World-model Policy for Scalable Humanoid Locomotion

Yahao Fan, Tianxiang Gui, Kaiyang Ji +8

Achieving versatile humanoid locomotion with a single policy presents a critical scalability challenge. Prevailing methods often rely on distilling multiple terrain-specific teache…

cs.RO2026

Robust and Generalized Humanoid Motion Tracking

Yubiao Ma, Han Yu, Jiayin Xie +7

Learning a general humanoid whole-body controller is challenging because practical reference motions can exhibit noise and inconsistencies after being transferred to the robot doma…

cs.RO2026

RoboRefer: Towards Spatial Referring with Reasoning in Vision-Language Models for Robotics

Enshen Zhou, Jingkun An, Cheng Chi +8

Spatial referring is a fundamental capability of embodied robots to interact with the 3D physical world. However, even with the powerful pretrained vision language models (VLMs), r…

cs.RO2025

POEX: Towards Policy Executable Jailbreak Attacks Against the LLM-based Robots

Xuancun Lu, Zhengxian Huang, Xinfeng Li +3

The integration of LLMs into robots has witnessed significant growth, where LLMs can convert instructions into executable robot policies. However, the inherent vulnerability of LLM…

cs.RO2025

Astra: Toward General-Purpose Mobile Robots via Hierarchical Multimodal Learning

Sheng Chen, Peiyu He, Jiaxin Hu +67

Modern robot navigation systems encounter difficulties in diverse and complex indoor environments. Traditional approaches rely on multiple modules with small models or rule-based s…