Output Functions

Softmax

The Softmax output function transforms a previous layer's output into a vector of probabilities. It is commonly used for multiclass classification. Given an input vector $x$ and a weighting vector $w$ we have:

$$ P(y=j \mid{x}) = \frac{e^{x^{T}w_{j}}}{\sum^{K}_{k=1}e^{x^{T}wk}} $$

Papers


Paper Code Results Date Stars

Tasks


Task Papers Share
Language Modelling 62 8.27%
Large Language Model 32 4.27%
Semantic Segmentation 28 3.73%
Object Detection 18 2.40%
Decision Making 15 2.00%
Retrieval 13 1.73%
Text Classification 12 1.60%
Prompt Engineering 12 1.60%
Classification 12 1.60%

Components


Component Type
🤖 No Components Found You can add them if they exist; e.g. Mask R-CNN uses RoIAlign

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