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20192026
most citedMobile Robot Path Planning in Dynamic Environments through Globally Guided Reinforcement Learning

15 citations · 25 across the 13 of their papers we have counts for

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10 papers · 1 filter

cs.RO2026

Implicit Virtual Leader: Decentralized Vision-Only Relative Pose Estimation for Multi-Robot Formations

Shiyuan Yang, Zelin Wang, Zhijia Tao +8

Classical leader-follower formation control suffers from single points of failure and error propagation, and relies on absolute localization sensors that are ill-suited for GPS-den…

cs.RO2026

SurgWMBench: A Vision-Based Benchmark for World-Modeling Surgical Instrument Motion Planning

Huanrong Liu, Weiliang Huang, Bob Zhang +3

Reliable surgical planning requires models that move beyond recognizing the current surgical step or imitating expert demonstrations, and instead anticipate how instrument motion r…

cs.RO2026

FabriVLA: A Lightweight Vision-Language-Action Model with Conformal Action Chunk Uncertainty

Shiyuan Yang, Borong Zhang, Jizheng Zhang +5

Vision-Language-Action (VLA) models have become a leading paradigm for general purpose robotic manipulation, but their computational cost and limited uncertainty awareness hinder p…

cs.RO2026

120 Minutes and a Laptop: Minimalist Image-goal Navigation via Unsupervised Exploration and Offline RL

Xiaoming Liu, Borong Zhang, Qingbiao Li +1

The prevailing paradigm for image-goal visual navigation often assumes access to large-scale datasets, substantial pretraining, and significant computational resources. In this wor…

cs.RO2026

SignNav: Leveraging Signage for Semantic Visual Navigation in Large-Scale Indoor Environments

Jian Sun, Yuming Huang, He Li +6

Humans routinely leverage semantic hints provided by signage to navigate to destinations within novel Large-Scale Indoor (LSI) environments, such as hospitals and airport terminals…

cs.RO2026

SutureFormer: Learning Surgical Trajectories via Goal-conditioned Offline RL in Pixel Space

Huanrong Liu, Chunlin Tian, Tongyu Jia +8

Predicting surgical needle trajectories from endoscopic video is critical for robot-assisted suturing, enabling anticipatory planning, real-time guidance, and safer motion executio…