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CoLA: Multi-VLA Coordination via Learned Adapters

1 reports1 reporting sourcesUpdated 6 days ago

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Source roundup from published reports. Claims below are attributed to their publishers, not independently verified. arXiv Robotics — research abstracts: CoLA: Multi-VLA Coordination via Learned Adapters. This research proposes CoLA, a coordination framework for multiple VLA agents that maintains frozen VLA backbones and uses a lightweight message channel and diffusion action head for decentralized execution. The method a…

Generated from attributed reports · Updated 2 hours ago

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Latest development2026-10-14 04:00 UTC
CoLA: Multi-VLA Coordination via Learned Adapters

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10/14
  1. arXiv Robotics — research abstracts
    CoLA: Multi-VLA Coordination via Learned Adapters

    This research proposes CoLA, a coordination framework for multiple VLA agents that maintains frozen VLA backbones and uses a lightweight message channel and diffusion action head for decentralized execution. The method achieves significant performance improvements in occluded tray handover tasks, with 76.0% success compared to 1.3% when messages are disabled. The study also highlights the importance of message channels in scenarios with private information.

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