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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.RO2026

Mimir: A Neuro-Symbolic Memory System with Dynamic Grounding for Embodied Agents in Interactive Environments

Haoming Xu, Zhenlin He, Hengyi Wang +2

Long-horizon embodied task requires agents to act under partial observability while preserving both scene belief and execution progress. Flat histories or implicit policy states ma…

cs.RO2026

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.RO2024

ManipVQA: Injecting Robotic Affordance and Physically Grounded Information into Multi-Modal Large Language Models

Siyuan Huang, Iaroslav Ponomarenko, Zhengkai Jiang +5

While the integration of Multi-modal Large Language Models (MLLMs) with robotic systems has significantly improved robots' ability to understand and execute natural language instru…

cs.RO2024

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…