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// ⬡ Deep Learning Foundations

GELU

A smooth activation that gates inputs by their Gaussian probability.

GELU 激活函数 2016 Foundational core

IN PLAIN WORDS

Multiplies the input by the standard normal CDF, a smoother ReLU. Used in BERT and GPT-family models.

Used in: BERT, GPT-2/3, ViT

TIMELINE · prerequisites → this → what builds on it

1958 Perceptron2016 GELU2020 SwiGLU (Gated…

01Original paper

Gaussian Error Linear Units (GELUs)

Dan Hendrycks, Kevin Gimpel · 2016

arXiv ↗ ✓ Verified · arXiv API

02Where it sits

Learn the left column first; the right column builds on this one.

Learn first

GELU

Then you can learn

PerceptronSwiGLU (Gated L… GELU

Left: prerequisites · right: builds on this · dashed: related. Full map →

03Learning resources

Official docs, explainers, courses and reference code. All links checked.

04Where the course teaches it

For AI / data

Data updated: AI algorithms & curriculum(UTC+8)