Construct · 1 fields · 1 citations

neural tangent kernel: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed
neuraltangent kernel1 CONSTRUCTNeural tangent kernelJACOT · COMPUTATIONAL LEARNING

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Computational learning theory

a kernel that describes how an infinitely wide network's outputs evolve under gradient descent, making training equivalent to kernel regression.

In computational learning theory, neural tangent kernel refers to a kernel that describes how an infinitely wide network's outputs evolve under gradient descent, making training equivalent to kernel regression. This meaning comes from Jacot (2018) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

descent3 fields · 4 citationsjingle · one word, three constructsgradient descent1 fields · 4 citationsanchor · a standalone constructgradient4 fields · 4 citationsjingle · one word, four constructs

References

  1. Jacot, A., Gabriel, F., & Hongler, C. (2018). Neural Tangent Kernel: Convergence and Generalization in Neural Networks. arXiv. https://doi.org/10.48550/arxiv.1806.07572

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