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cs.RO2026

Scaling Manual-Grounded Appliance Manipulation with Data Synthesis and Unified Planning

Yuxing Long, Lei Kang, Ziyan Yu +8

Operating household appliances requires long-horizon planning that is state-dependent and robust to disturbances, yet existing large models fall short, as no sufficiently diverse,…

cs.RO2026

VTInstructor: Visual Trajectory Prompting for Navigation Instruction Generation in Continuous Environments

Haolin Yang, Yuxing Long, Zihan Yang +1

Navigation instruction generation from ego-centric RGB video in continuous environments is an important yet challenging task for human-robot interaction and scalable dataset constr…

cs.RO2025

RealAppliance: Let High-fidelity Appliance Assets Controllable and Workable as Aligned Real Manuals

Yuzheng Gao, Yuxing Long, Lei Kang +8

Existing appliance assets suffer from poor rendering, incomplete mechanisms, and misalignment with manuals, leading to simulation-reality gaps that hinder appliance manipulation de…

cs.RO2025

NavSpace: How Navigation Agents Follow Spatial Intelligence Instructions

Haolin Yang, Yuxing Long, Zhuoyuan Yu +8

Instruction-following navigation is a key step toward embodied intelligence. Prior benchmarks mainly focus on semantic understanding but overlook systematically evaluating navigati…

cs.RO2025

CorrectNav: Self-Correction Flywheel Empowers Vision-Language-Action Navigation Model

Zhuoyuan Yu, Yuxing Long, Zihan Yang +4

Existing vision-and-language navigation models often deviate from the correct trajectory when executing instructions. However, these models lack effective error correction capabili…

cs.RO20243 cited

InstructNav: Zero-shot System for Generic Instruction Navigation in Unexplored Environment

Yuxing Long, Wenzhe Cai, Hongcheng Wang +2

Enabling robots to navigate following diverse language instructions in unexplored environments is an attractive goal for human-robot interaction. However, this goal is challenging…