activity
20242026
collaborators

10 papers

cs.RO2026

Xiaomi-Robotics-1: Scaling Vision-Language-Action Models with over 100K Hours of Real-World Trajectories

Xiaomi Robotics Team, Jun Guo, Piaopiao Jin +31

We present Xiaomi-Robotics-1, a foundational vision-language-action (VLA) model capable of (1) following diverse language instructions to perform a wide range of mobile manipulatio…

cs.RO2026

Revisiting Embodied Chain-of-Thought for Generalizable Robot Manipulation

Nan Sun, Yuan Zhang, Yongkun Yang +10

Embodied chain-of-thought (CoT) aims to bridge linguistic reasoning with robotic control, yet its effective form and integration remain underexplored. In this paper, we revisit emb…

cs.RO2026

Unified 4D World Action Modeling from Video Priors with Asynchronous Denoising

Jun Guo, Qiwei Li, Peiyan Li +7

We propose X-WAM, a Unified 4D World Model that unifies real-time robotic action execution and high-fidelity 4D world synthesis (video + 3D reconstruction) in a single framework, a…

cs.RO2026

Xiaomi-Robotics-0: An Open-Sourced Vision-Language-Action Model with Real-Time Execution

Rui Cai, Jun Guo, Xinze He +20

In this report, we introduce Xiaomi-Robotics-0, an advanced vision-language-action (VLA) model optimized for high performance and fast and smooth real-time execution. The key to ou…

cs.RO2026

FloorPlan-VLN: A New Paradigm for Floor Plan Guided Vision-Language Navigation

Kehan Chen, Yan Huang, Dong An +5

Existing Vision-Language Navigation (VLN) task requires agents to follow verbose instructions, ignoring some potentially useful global spatial priors, limiting their capability to…

cs.CV2025

Cross from Left to Right Brain: Adaptive Text Dreamer for Vision-and-Language Navigation

Pingrui Zhang, Yifei Su, Pengyuan Wu +7

Vision-and-Language Navigation (VLN) requires the agent to navigate by following natural instructions under partial observability, making it difficult to align perception with lang…

cs.RO2025

FreqPolicy: Efficient Flow-based Visuomotor Policy via Frequency Consistency

Yifei Su, Ning Liu, Dong Chen +6

Generative modeling-based visuomotor policies have been widely adopted in robotic manipulation, attributed to their ability to model multimodal action distributions. However, the h…

cs.CV2025

Openfly: A comprehensive platform for aerial vision-language navigation

Yunpeng Gao, Chenhui Li, Zhongrui You +20

Vision-Language Navigation (VLN) aims to guide agents by leveraging language instructions and visual cues, playing a pivotal role in embodied AI. Indoor VLN has been extensively st…

cs.RO2024

Constraint-Aware Zero-Shot Vision-Language Navigation in Continuous Environments

Kehan Chen, Dong An, Yan Huang +5

We address the task of Vision-Language Navigation in Continuous Environments (VLN-CE) under the zero-shot setting. Zero-shot VLN-CE is particularly challenging due to the absence o…

cs.CV2024

Open-Vocabulary Octree-Graph for 3D Scene Understanding

Zhigang Wang, Yifei Su, Chenhui Li +4

Open-vocabulary 3D scene understanding is indispensable for embodied agents. Recent works leverage pretrained vision-language models (VLMs) for object segmentation and project them…