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20232026
most citedLLM-State: Open World State Representation for Long-horizon Task Planning with Large Language Model

2 citations · 3 across the 9 of their papers we have counts for

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6 papers · 1 filter

cs.RO2026

MIGU: Multimodal Instruction Grounding under Uncertainty for Manipulation Planning

Mingke Lu, Anxing Xiao, David Hsu

Understanding natural human instructions is crucial for deploying robots in human-centric environments. We study multimodal instruction grounding, where language and gesture provid…

cs.RO2026

Receding-Horizon Pushing with Composable Object-Centric Policies

Zhiyi Yuan, Tianrun Hu, Anxing Xiao +3

Non-prehensile manipulation is practical for relocating large, heavy, or geometrically ungraspable objects. Yet, long-horizon pushing of arbitrarily-shaped 3D objects couples three…

cs.RO2026

Hypothesis-driven Model Expansion under Uncertainty for Open-World Robot Planning

Anxing Xiao, Hanbo Zhang, Tianrun Hu +1

We consider an open-world planning setting in which service robots must operate in unknown environments with incomplete knowledge of objects and actions. Traditional closed-world a…

cs.RO2026

CANINE: Coaching Visually Impaired Users for Interactive Navigation with a Robot Guide Dog

Cunjun Yu, Zishuo Wang, Anxing Xiao +2

Robot guide dogs offer navigation assistance that greatly expands the independent mobility of the visually impaired, but their effective use requires subtle human-robot coordinatio…

cs.RO2026

Visibility-Aware Mobile Grasping in Dynamic Environments

Tianrun Hu, Anxing Xiao, David Hsu +1

We consider mobile grasping in unknown and dynamic environments, where a robot must approach and grasp a target object using a camera with a limited field of view. This setting int…

cs.RO2026

From Obstacles to Etiquette: Robot Social Navigation with VLM-Informed Path Selection

Zilin Fang, Anxing Xiao, David Hsu +1

Navigating socially in human environments requires more than satisfying geometric constraints, as collision-free paths may still interfere with ongoing activities or conflict with…