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  2. arxiv.org arxiv.org
    https://arxiv.org/abs/2604.20714
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    1. fxp007 01 May 2026
      Existing automatic optimization methods, primarily focused on flat prompt tuning, lack the structural awareness to debug the intricate web of interactions in MAS.

      当前自动优化方法主要关注于平面的提示调整，缺乏对MAS中复杂交互网络的结构化意识，表明现有方法在结构理解上存在局限性。

      method-limitation MAS-optimization
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    arxiv.org/abs/2604.20714