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Preprint Sep 2026

MAAP: Multi-Agent Active Perception for Collaborative Manipulation

Multi-agent manipulation naturally produces multiple task-driven viewpoints: every arm carries a wrist camera and moves through the scene while acting. Yet these observations are typically underutilized, and active perception in manipulation is still often treated as requiring a dedicated sensing agent. We introduce MA...

B. N. Chen, Li Kang, Heng Zhou et al. · 0 citations
Preprint Aug 2026

MA-VLA: Multi-Arm Vision-Language-Action Model for Collaboration and Compositional Generalization

Multi-arm collaboration is becoming a core capability in embodied manipulation. Recent vision-language-action (VLA) models integrate perception, language, and control, but most represent language as a single global instruction and do not provide an explicit mechanism for assigning and composing arm-specific behaviors....

Zaibin Zhang, Jun-Lan Xiao, Zhong-Bo Zhang et al. · 3 citations

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