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CHORUS: Decentralized Multi-Embodiment Collaboration with One VLA Policy

paperactiveprovisionalchorus-decentralized-multi-embodiment-collaboration-with-one-vla-policy-dcc53b33·1 events·first seen 6d ago

Aliases: CHORUS: Decentralized Multi-Embodiment Collaboration with One VLA Policy

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6arXiv · cs.AI·6d ago·source ↗

CHORUS: Single VLA policy enables decentralized multi-robot collaboration without inter-robot communication

CHORUS is a framework that adapts a single vision-language-action (VLA) backbone to control diverse multi-robot teams in a fully decentralized manner, with each robot running an independent copy conditioned only on its own observations and a robot-identifying prompt. Real-world experiments across tasks like tape measurement, book handovers, and laundry basket lifting show a 64-percentage-point improvement over decentralized from-scratch models and 40-point improvement in reactivity to teammate behavior, while outperforming centralized baselines. The key insight is that pretrained VLA visuomotor priors are sufficient to enable reactive coordination without explicit inter-robot communication or alignment procedures at inference time.