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cs.RO2026

Trajectory Divergence Horizon Decision for Reliable Dual-Arm Surgical Subtask Manipulation

Mingwu Su, Guankun Wang, Jinsong Lin +8

Surgical robotic systems are increasingly being adopted as clinical workload rises, motivating autonomous solutions for repetitive manipulation subtasks. Learning-based controllers…

cs.RO2026

BiliVLA: Scene-Aware Vision-Language-Action Model with Reinforcement Learning for Autonomous Biliary Endoscopic Navigation

Jinsong Lin, Chi Kit Ng, Zhiyong Xiong +8

The paper introduces BiliVLA, a vision‑language‑action system that uses instruction‑conditioned visuomotor learning and reinforcement learning to autonomously navigate a continuum…

cs.RO2026

GeoLanG: Geometry-Aware Language-Guided Grasping with Unified RGB-D Multimodal Learning

Rui Tang, Guankun Wang, Long Bai +6

Language-guided grasping has emerged as a promising paradigm for enabling robots to identify and manipulate target objects through natural language instructions, yet it remains hig…

cs.RO2025

Contact-Aided Navigation of Flexible Robotic Endoscope Using Deep Reinforcement Learning in Dynamic Stomach

Chi Kit Ng, Huxin Gao, Tian-Ao Ren +2

Navigating a flexible robotic endoscope (FRE) through the gastrointestinal tract is critical for surgical diagnosis and treatment. However, navigation in the dynamic stomach is par…

cs.RO2025

CapsDT: Diffusion-Transformer for Capsule Robot Manipulation

Xiting He, Mingwu Su, Xinqi Jiang +3

Vision-Language-Action (VLA) models have emerged as a prominent research area, showcasing significant potential across a variety of applications. However, their performance in endo…

cs.RO2024

Three-dimensional Morphological Reconstruction of Millimeter-Scale Soft Continuum Robots based on Dual-Stereo-Vision

Tian-Ao Ren, Wenyan Liu, Tao Zhang +3

Continuum robots can be miniaturized to just a few millimeters in diameter. Among these, notched tubular continuum robots (NTCR) show great potential in many delicate applications.…