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The swish was originally coined the "SiLU" in https://arxiv.org/pdf/1606.08415.pdf long before the swish paper. Renaming other peoples' exact same ideas is unacceptable and mxnet's naming convention implicitly erases other peoples' research. This request inspired by a discussion and a recent tensorflow issue, but this problem has been brought up every few months for the past few years. In light of recent efforts to make the ML community more equitable and fair, this is a no-brainer and long overdue.
The SiLU has been added to pytorch 1.7, jax, tensorflow, and huggingface. This commit adds the silu as an activation function to mxnet.