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DeepJEPA:通过内部分配计算深度扩展世界模型

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2026-10-02,arXiv 发表一手研究 DeepJEPA,提出权重共享的联合嵌入预测世界模型,将过渡深度作为测试时缩放轴,学习判断何时对候选和回放步骤进行递归更新。在五个视觉控制任务中,DeepJEPA 每步平均仅 1.00–1.26 次更新,匹敌或超越最强固定深度规划器;计算集中在接触开始和持续物体交互等决策关键事件上。

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Oct 2, 2026
  1. arXiv · Robotics
    DeepJEPA:世界模型的内部计算缩放新方法

    summary_zh: DeepJEPA 提出一种权重共享的联合嵌入预测世界模型,将过渡深度作为测试时缩放轴,学习判断何时值得对候选和回放步骤进行递归更新。在五个视觉控制任务中,DeepJEPA 以每步平均仅 1.00-1.26 次更新匹敌或超越最强固定深度规划器,计算集中在接触开始和持续物体交互等决策关键事件上。

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