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20242026
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cs.CV2026

ABot-Claw: A Foundation for Persistent, Cooperative, and Self-Evolving Robotic Agents

Dongjie Huo, Haoyun Liu, Guoqing Liu +10

Current embodied intelligent systems still face a substantial gap between high-level reasoning and low-level physical execution in open-world environments. Although Vision-Language…

cs.CV2026

ABot-M0: VLA Foundation Model for Robotic Manipulation with Action Manifold Learning

Yandan Yang, Shuang Zeng, Tong Lin +11

Building general-purpose embodied agents across diverse hardware remains a central challenge in robotics, often framed as the ''one-brain, many-forms'' paradigm. Progress is hinder…

cs.CV2026

ABot-PhysWorld: Interactive World Foundation Model for Robotic Manipulation with Physics Alignment

Yuzhi Chen, Ronghan Chen, Dongjie Huo +11

Video-based world models offer a powerful paradigm for embodied simulation and planning, yet state-of-the-art models often generate physically implausible manipulations - such as o…

cs.CV2026

JanusVLN: Decoupling Semantics and Spatiality with Dual Implicit Memory for Vision-Language Navigation

Shuang Zeng, Dekang Qi, Xinyuan Chang +7

Vision-and-Language Navigation requires an embodied agent to navigate through unseen environments, guided by natural language instructions and a continuous video stream. Recent adv…

cs.CV2025

PriorDrive: Enhancing Online HD Mapping with Unified Vector Priors

Shuang Zeng, Xinyuan Chang, Xinran Liu +5

High-Definition Maps (HD maps) are essential for the precise navigation and decision-making of autonomous vehicles, yet their creation and upkeep present significant cost and timel…

cs.CV2025

FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving

Shuang Zeng, Xinyuan Chang, Mengwei Xie +6

Vision-Language-Action (VLA) models offer significant potential for end-to-end driving, yet their reasoning is often constrained by textual Chains-of-Thought (CoT). This symbolic c…