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paperarXivTrust 82 · PrimaryPublished 2d agoLive · 3m ago

DreamX-Phi 1.0: Action-Conditioned Video World Model for Robotic Manipulation

We present \textbf{DreamX-Phi 1.0}, an action-conditioned video world model for robotic manipulation that, given an observed frame, a language instruction, and a prescribed action sequence comprising end-effector poses and gripper states, predicts the resulting future observations. Yet realism alone does not guarantee faithfulness: a convincing rollout can still move the wrong arm or lose the manipulated object. To ensure the prediction respects each arm's commanded path, we inject per-arm $\mathrm{SE}(3)$ transformations into attention via \textbf{PRoPE-style geometric encoding}, preserving a

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  • FuzzySimilar title/name (fuzzy) · 84%liguodongiot/llm-action

    Fuzzy title match (0.92): “DreamX-Phi 1.0: Action-Conditioned Video World Model for Rob” ≈ “liguodongiot/llm-action”

  • FuzzyOverlapping authors or contributors · 62%ray-project/ray

    Shared author/contributor keys: wang

  • FuzzyOverlapping authors or contributors · 62%marimo-team/marimo

    Shared author/contributor keys: team

  • FuzzyOverlapping authors or contributors · 62%recommenders-team/recommenders

    Shared author/contributor keys: team

  • FuzzyOverlapping authors or contributors · 62%bytedance/deer-flow

    Shared author/contributor keys: wang

  • LinkedLinked via arxiv author · 85%DreamX Team

    DreamX-Phi 1.0: Action-Conditioned Video World Model for Robotic Manipulation

  • LinkedLinked via arxiv author · 85%Kerui Chen

    DreamX-Phi 1.0: Action-Conditioned Video World Model for Robotic Manipulation

  • LinkedLinked via arxiv author · 85%Xiangxiang Chu

    DreamX-Phi 1.0: Action-Conditioned Video World Model for Robotic Manipulation

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