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News/A Structural Interpretation of GELU and Threshold-Transmission Activations via the First-Order Loss Function
arxiv
PublishedJuly 27, 2026 at 4:00 AM
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A Structural Interpretation of GELU and Threshold-Transmission Activations via the First-Order Loss Function

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arXiv:2607.03664v3 Announce Type: replace Abstract: The Gaussian Error Linear Unit is usually motivated as the expected output of an input-dependent Bernoulli gate. This work gives an alternative interpretation: GELU is the expected output of a hard linear gate with a Gaussian random threshold. This

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