Methods › General › Activation Functions › Serf
Serf
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Serf, or Log-Softplus ERror activation Function, is a type of activation function which is self-regularized and nonmonotonic in nature. It belongs to the Swish family of functions. Serf is defined as:
f(x) = xerf(ln(1 + eˣ))
Papers archive 2025-07-28
3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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ErfReLU: Adaptive Activation Function for Deep Neural Network 2 Jun 2023 · 0 repositories · arXiv:2306.01822
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SERF: Interpretable Sleep Staging using Embeddings, Rules, and Features 21 Sep 2022 · 0 repositories · arXiv:2209.11174
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SERF: Towards better training of deep neural networks using log-Softplus ERror activation Function 21 Aug 2021 · 0 repositories · arXiv:2108.09598
Tasks archive 2025-07-28
10 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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