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20242026
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cs.RO2026

Openpi Comet: Competition Solution For 2025 BEHAVIOR Challenge

Junjie Bai, Yu-Wei Chao, Qizhi Chen +13

The 2025 BEHAVIOR Challenge is designed to rigorously track progress toward solving long-horizon tasks by physical agents in simulated environments. BEHAVIOR-1K focuses on everyday…

cs.RO2025

F1: A Vision-Language-Action Model Bridging Understanding and Generation to Actions

Qi Lv, Weijie Kong, Hao Li +7

Executing language-conditioned tasks in dynamic visual environments remains a central challenge in embodied AI. Existing Vision-Language-Action (VLA) models predominantly adopt rea…

cs.RO2025

EO-1: An Open Unified Embodied Foundation Model for General Robot Control

Delin Qu, Haoming Song, Qizhi Chen +13

The human ability to seamlessly perform multimodal reasoning and physical interaction in the open world is a core goal for general purpose embodied intelligent systems. Recent visi…

cs.RO2025

Think Small, Act Big: Primitive Prompt Learning for Lifelong Robot Manipulation

Yuanqi Yao, Siao Liu, Haoming Song +7

Building a lifelong robot that can effectively leverage prior knowledge for continuous skill acquisition remains significantly challenging. Despite the success of experience replay…

cs.RO2025

Hume: Introducing System-2 Thinking in Visual-Language-Action Model

Haoming Song, Delin Qu, Yuanqi Yao +9

Humans practice slow thinking before performing actual actions when handling complex tasks in the physical world. This thinking paradigm, recently, has achieved remarkable advancem…

cs.RO2025

SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Model

Delin Qu, Haoming Song, Qizhi Chen +8

In this paper, we claim that spatial understanding is the keypoint in robot manipulation, and propose SpatialVLA to explore effective spatial representations for the robot foundati…