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Chelsea Finn更新于 10月14日 22:32

Flow Reversal Steering 实现机器人行为引导

Can we translate a rough sense for what to do + VLA prior into successful behavior?

AI 导读

我们能否将粗略的意图与 VLA 先验转化为成功的行为? Flow reversal steering:1) 反向运行 VLA 的流 ODE,反推出最接近粗略轨迹的噪声;2) 正向运行流,得到最接近的良好行为。

引用

Andy Tang

@tangerinecoder

Generalist robot policies learn many useful skills, but struggle to select good behaviors for new tasks. To solve this, we introduce Flow Reversal Steering (FRS), a method to refine coarse semantic guidance into precise, in-distribution motions. https://t.co/uCR6KmoDo8 1/N https://t.co/akRrTOhBYt

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Can we translate a rough sense for what to do + VLA prior into successful behavior?

Flow reversal steering: 1) runs the VLA's flow ODE backwards to back out noise that's closest to coarse traj 2) runs flow forwards to get closest good behavior

来源

Chelsea Finn