https://github.com/392781/neural-laplace

Empirical analysis of the Laplace and neural tangent kernel reproducing kernel Hilbert space (RKHS)
https://github.com/392781/neural-laplace

laplace-kernel neural-tangent-kernel ntk reproducing-kernel reproducing-kernel-hilbert-space rkhs

Last synced: 2 months ago
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Empirical analysis of the Laplace and neural tangent kernel reproducing kernel Hilbert space (RKHS)

• Host: GitHub
• URL: https://github.com/392781/neural-laplace
• Owner: 392781
• License: cc-by-4.0
• Created: 2021-09-23T17:39:23.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2022-08-18T07:34:52.000Z (over 2 years ago)
• Last Synced: 2024-05-20T22:19:48.804Z (7 months ago)
• Topics: laplace-kernel, neural-tangent-kernel, ntk, reproducing-kernel, reproducing-kernel-hilbert-space, rkhs
• Language: Jupyter Notebook
• Homepage:
• Size: 191 MB
• Stars: 4
• Watchers: 4
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
## An Empirical Analysis of the Laplace and Neural Tangent Kernel

[![CC BY 4.0][cc-by-shield]][cc-by]

This work is licensed under a

[Creative Commons Attribution 4.0 International License][cc-by].

[![CC BY 4.0][cc-by-image]][cc-by]

[cc-by]: http://creativecommons.org/licenses/by/4.0/

[cc-by-image]: https://i.creativecommons.org/l/by/4.0/88x31.png

[cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg

Code for master's thesis: "An Empirical Analysis of the Laplace and Neural Tangent Kernel" ([https://arxiv.org/abs/2208.03761](https://arxiv.org/abs/2208.03761)).

To create a `conda` environment use the following:

```bash

conda env create -f environment.yml

```

## Citation

```

@mastersthesis{lencevicius2022laplacentk,

  author  = "Ronaldas Paulius Lencevicius",

  title   = "An Empirical Analysis of the Laplace and Neural Tangent Kernels",

  school  = "California State Polytechnic University, Pomona",

  year    = "2022",

  month   = "August",

  note    = {\url{http://hdl.handle.net/20.500.12680/d504rr81v}}

}

```