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20242026
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cs.RO2026

GAFT: Geo-Anchored Fine-Tuning for Hazard Identification from Rare Failures

Yanran Xu, Chuanhang Qiu, Yue Wang +2

Off-road navigation can fail when physical structures induce irrecoverable states such as high-centering or entrapment, requiring human interventions. Identifying these structures…

cs.RO2026

Batched Differentiable Rigid Body Dynamics in PyTorch for GPU-Accelerated Robot Learning

Yue Wang, Yanran Xu, Wenbo Wu +2

As robot control shifts toward large-scale reinforcement learning with in-loop dynamics computation, the community's reliance on CPU-bound libraries such as Pinocchio creates a thr…

cs.RO2025

SPARC: Spine with Prismatic And Revolute Compliance for Faster Quadrupedal Bounding

Yue Wang, Yanran Xu

Quadruped mammals coordinate sagittal spinal bending with axial extension and compression during dynamic locomotion. Yet most robotic quadrupeds use rigid trunks, passively complia…

cs.RO2025

HMCF: A Human-in-the-loop Multi-Robot Collaboration Framework Based on Large Language Models

Zhaoxing Li, Wenbo Wu, Yue Wang +3

Rapid advancements in artificial intelligence (AI) have enabled robots to performcomplex tasks autonomously with increasing precision. However, multi-robot systems (MRSs) face chal…

cs.RO2025

Blind-Wayfarer: A Minimalist, Probing-Driven Framework for Resilient Navigation in Perception-Degraded Environments

Yanran Xu, Klaus-Peter Zauner, Danesh Tarapore

Navigating autonomous robots through dense forests and rugged terrains is especially daunting when exteroceptive sensors -- such as cameras and LiDAR sensors -- fail under occlusio…