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20242026
most citedUni-NaVid: A Video-based Vision-Language-Action Model for Unifying Embodied Navigation Tasks

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

collaborators

9 papers

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

SPAN-Nav: Generalized Spatial Awareness for Versatile Embodied 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.CV2025

4DLangVGGT: 4D Language-Visual Geometry Grounded Transformer

Xianfeng Wu, Yajing Bai, Minghan Li +5

Constructing 4D language fields is crucial for embodied AI, augmented/virtual reality, and 4D scene understanding, as they provide enriched semantic representations of dynamic envi…

cs.RO2025

UrbanVLA: A Vision-Language-Action Model for Urban Micromobility

Anqi Li, Zhiyong Wang, Jiazhao Zhang +5

Urban micromobility applications, such as delivery robots, demand reliable navigation across large-scale urban environments while following long-horizon route instructions. This ta…

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

MM-Nav: Multi-View VLA Model for Robust Visual Navigation via Multi-Expert Learning

Tianyu Xu, Jiawei Chen, Jiazhao Zhang +5

Visual navigation policy is widely regarded as a promising direction, as it mimics humans by using egocentric visual observations for navigation. However, optical information of vi…

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…

cs.RO2024★ 2 cited

Uni-NaVid: A Video-based Vision-Language-Action Model for Unifying Embodied Navigation Tasks

Jiazhao Zhang, Kunyu Wang, Shaoan Wang +6

A practical navigation agent must be capable of handling a wide range of interaction demands, such as following instructions, searching objects, answering questions, tracking peopl…