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Unified world models: Coupling video and action diffusion for pretraining on large robotic datasets

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cs.RO 1

years

2026 1

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UNVERDICTED 1

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MotuBrain: An Advanced World Action Model for Robot Control

cs.RO · 2026-04-30 · unverdicted · novelty 6.0

MotuBrain jointly models video and action via a three-stream Mixture-of-Transformers UniDiffuser to reach 95.8-96.1% success on RoboTwin 2.0 benchmarks, top EWMScore, and fast 11 Hz inference while adapting to new robots with 50-100 trajectories.

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  • MotuBrain: An Advanced World Action Model for Robot Control cs.RO · 2026-04-30 · unverdicted · none · ref 41

    MotuBrain jointly models video and action via a three-stream Mixture-of-Transformers UniDiffuser to reach 95.8-96.1% success on RoboTwin 2.0 benchmarks, top EWMScore, and fast 11 Hz inference while adapting to new robots with 50-100 trajectories.