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cs.RO2026

FutureRay: Control-Aligned Future Range for Agile Quadruped Navigation

Tianhao Zang, Shanze Wang, Ziqian Wang +4

Moving obstacles can block a previously clear route while a quadruped robot executes a motion command. We investigate whether predicting changing clearance improves navigation when…

cs.RO2026

DCLP++: Learning to Navigate with Footprint Clearance and Relative Motion

Shanze Wang, Wei Zhang

We present DCLP++, a local navigation frameworkthat uses footprint clearance as the geometric basis for studying relative motion features in dynamic environments. Each valid LiDAR…

cs.RO2026

From World Models to World Action Models: A Concise Tutorial for Robotics

Xiaoxiong Zhang, Xiong Zeng, Wei Zhang

Rather than providing an exhaustive survey, this paper presents a concise tutorial on world models and world action models for robotics. After reading the tutorial, readers should…

cs.RO2026

FSUNav: A Cerebrum-Cerebellum Architecture for Fast, Safe, and Universal Zero-Shot Goal-Oriented Navigation

Mingao Tan, Yiyang Li, Shanze Wang +2

Current vision-language navigation methods face substantial bottlenecks regarding heterogeneous robot compatibility, real-time performance, and navigation safety. Furthermore, they…

cs.RO2026

Skill-Aware Diffusion for Generalizable Robotic Manipulation

Aoshen Huang, Jiaming Chen, Jiyu Cheng +3

Robust generalization in robotic manipulation is crucial for robots to adapt flexibly to diverse environments. Existing methods usually improve generalization by scaling data and n…

cs.RO2025

Generative Visual Foresight Meets Task-Agnostic Pose Estimation in Robotic Table-Top Manipulation

Chuye Zhang, Xiaoxiong Zhang, Wei Pan +2

Robotic manipulation in unstructured environments requires systems that can generalize across diverse tasks while maintaining robust and reliable performance. We introduce {GVF-TAP…