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Recent research has demonstrated that the input space of a rectified linear unit (ReLU) network, which exclusively uses ReLU-like (two-piece linear) activation functions, is divided into linear regions by the nonlinear activations.

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Linear Partition in the Input Space

  • 章节

  • 发表日期：

    2025年

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  • Fengxiang He,
  • Dacheng Tao

摘要

Recent research has demonstrated that the input space of a rectified linear unit (ReLU) network, which exclusively uses ReLU-like (two-piece linear) activation functions, is divided into linear regions by the nonlinear activations.