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MMLU / Which of the following is false?

Problem

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question

Which of the following is false?

choices

  1. The following fully connected network without activation functions is linear: $g_3(g_2(g_1(x)))$, where $g_i(x) = W_i x$ and $W_i$ are matrices.
  2. Leaky ReLU $\max\{0.01x,x\}$ is convex.
  3. A combination of ReLUs such as $ReLU(x) - ReLU(x-1)$ is convex.
  4. The loss $\log \sigma(x)= -\log(1+e^{-x})$ is concave

subject

machine_learning

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Source and history

Official source

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