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cs.RO2026

Finite-Time Curvature-Constrained Vector Field for Saturation-Free Motion Planning of Nonholonomic Robots

Zhouru Xiao, Sha Luo, Yang Lu +5

Accurately steering a robot to a target configuration is fundamental in engineering, yet remains challenging for nonholonomic mobile robots. Vector fields (VFs) provide a natural f…

cs.RO2026

Curvature-Constrained and Constant-Speed Distributed Simultaneous Arrival Control for Multi-Robot Systems

Zhouru Xiao, Yang Lu, Weijia Yao +2

The paper presents a distributed control method that enables multiple robots with curvature-constrained, constant-speed trajectories to arrive at a target simultaneously, using a h…

cs.RO2026

SPRINT: Efficient Spectral Priors for Humanoid Athletic Sprints

Yantong Wei, Kaihong Huang, Hainan Pan +6

The pursuit of humanoid athletic sprints is hindered by a scarcity of humanoid-viable kinematic reference data and the inability of existing frameworks to maintain stability during…

cs.RO2026

CRAFT: Adapting VLA Models to Contact-rich Manipulation via Force-aware Curriculum Fine-tuning

Yike Zhang, Yaonan Wang, Xinxin Sun +6

Vision-Language-Action (VLA) models have shown a strong capability in enabling robots to execute general instructions, yet they struggle with contact-rich manipulation tasks, where…

cs.RO2026

TRACER: Texture-Robust Affordance Chain-of-Thought for Deformable-Object Refinement

Wanjun Jia, Kang Li, Fan Yang +7

The central challenge in robotic manipulation of deformable objects lies in aligning high-level semantic instructions with physical interaction points under complex appearance and…

cs.RO2025

Vector Field-Guided Learning Predictive Control for Motion Planning of Mobile Robots with Uncertain Dynamics

Yang Lu, Weijia Yao, Yongqian Xiao +4

In obstacle-dense scenarios, providing safe guidance for mobile robots is critical to improve the safe maneuvering capability. However, the guidance provided by standard guiding ve…