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paperarXivTrust 82 · PrimaryPublished 10d agoLive · 9d ago

Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

While recent Vision-Language-Action (VLA) models show promise toward generalist manipulation policies, they struggle with long-horizon tasks due to their Markovian nature-relying solely on current observations. Hierarchical dual-system methods address this but suffer from a gap between high-level planning semantics and low-level execution kinematics. We introduce Cortex, a bidirectionally aligned embodied agent framework with a customized planning interface that conveys executable and tractable subtask plans from high-level VLM to low-level VLA. Specifically, we standardize manipulation subtas

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  • PossiblePossibly related (embedding) · 58%xlang-ai/OSWorld
  • FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B

    Fuzzy title match (0.73): “Cortex: A Bidirectionally Aligned Embodied Agent Framework f” ≈ “AgentCore-8B”

  • LinkedLinked via arxiv author · 85%Jiaqi Peng

    Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

  • LinkedLinked via arxiv author · 85%Xiqian Yu

    Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

  • LinkedLinked via arxiv author · 85%Delin Feng

    Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

  • LinkedLinked via arxiv author · 85%Yuqiang Yang

    Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

  • LinkedLinked via arxiv author · 85%Wenzhe Cai

    Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

  • LinkedLinked via arxiv author · 85%Jing Xiong

    Cortex: A Bidirectionally Aligned Embodied Agent Framework for Long-horizon Manipulation

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