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Janus: Decoupling visual encoding for unified multimodal understanding and generation

1 Pith paper cite this work. Polarity classification is still indexing.

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Motus: A Unified Latent Action World Model

cs.CV · 2025-12-15 · unverdicted · novelty 5.0

Motus unifies understanding, video generation, and action in one latent world model via MoT experts and optical-flow latent actions, reporting gains over prior methods in simulation and real robots.

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  • Motus: A Unified Latent Action World Model cs.CV · 2025-12-15 · unverdicted · none · ref 47

    Motus unifies understanding, video generation, and action in one latent world model via MoT experts and optical-flow latent actions, reporting gains over prior methods in simulation and real robots.