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cs.RO2026

AllDayNav: Lifelong Navigation via Real-World Reinforcement Learning

Hang Yin, Yinan Liang, Jiazhao Zhang +4

Lifelong embodied navigation in dynamic environments requires robots to form persistent scene understanding from fragmentary observations, which remains difficult for existing meth…

cs.RO2026

NavGSim: High-Fidelity Gaussian Splatting Simulator for Large-Scale Navigation

Jiahang Liu, Yuanxing Duan, Jiazhao Zhang +4

Simulating realistic environments for robots is widely recognized as a critical challenge in robot learning, particularly in terms of rendering and physical simulation. This challe…

cs.RO2026

SPAN-Nav: Generalized Spatial Awareness for Versatile Vision-Language Navigation

Jiahang Liu, Tianyu Xu, Jiawei Chen +9

Recent embodied navigation approaches leveraging Vision-Language Models (VLMs) demonstrate strong generalization in versatile Vision-Language Navigation (VLN). However, reliable pa…

cs.RO2025

TrackVLA++: Unleashing Reasoning and Memory Capabilities in VLA Models for Embodied Visual Tracking

Jiahang Liu, Yunpeng Qi, Jiazhao Zhang +9

Embodied Visual Tracking (EVT) is a fundamental ability that underpins practical applications, such as companion robots, guidance robots and service assistants, where continuously…

cs.RO2025

Embodied Navigation Foundation Model

Jiazhao Zhang, Anqi Li, Yunpeng Qi +14

Navigation is a fundamental capability in embodied AI, representing the intelligence required to perceive and interact within physical environments following language instructions.…

cs.RO2025

TrackVLA: Embodied Visual Tracking in the Wild

Shaoan Wang, Jiazhao Zhang, Minghan Li +7

Embodied visual tracking is a fundamental skill in Embodied AI, enabling an agent to follow a specific target in dynamic environments using only egocentric vision. This task is inh…