https://github.com/WenboGong/Sliced_Kernelized_Stein_Discrepancy

This repo implements the main experiments for sliced kernelized Stein discrepancy and active slices method.
https://github.com/WenboGong/Sliced_Kernelized_Stein_Discrepancy

Last synced: 26 days ago
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This repo implements the main experiments for sliced kernelized Stein discrepancy and active slices method.

• Host: GitHub
• URL: https://github.com/WenboGong/Sliced_Kernelized_Stein_Discrepancy
• Owner: WenboGong
• Created: 2021-04-18T17:00:42.000Z (about 3 years ago)
• Default Branch: master
• Last Pushed: 2021-04-21T20:03:28.000Z (about 3 years ago)
• Last Synced: 2024-02-19T10:34:58.475Z (4 months ago)
• Language: Python
• Homepage:
• Size: 52.7 KB
• Stars: 3
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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• awesome-stars - WenboGong/Sliced_Kernelized_Stein_Discrepancy - This repo implements the main experiments for sliced kernelized Stein discrepancy and active slices method. (Python)

README

        
# Sliced Kernelized Stein Discrepancy + Active Slices for Sliced Stein Discrepancy

This repo implemented the main experiments for the following papers:

* [Sliced Kernelized Stein Discrepancy](https://openreview.net/pdf?id=t0TaKv0Gx6Z) by [Wenbo Gong](http://mlg.eng.cam.ac.uk/?portfolio=wenbo-gong), [Yingzhen Li](http://yingzhenli.net/home/en/) and [Jose Miguel Hernandez-Lobato](https://jmhl.org)

* [Active Slices for Sliced Stein Discrepancy](https://arxiv.org/pdf/2102.03159.pdf) by [Wenbo Gong](http://mlg.eng.cam.ac.uk/?portfolio=wenbo-gong), [Kaibo Zhang](https://www.linkedin.com/in/kaibo-zhang-2000/?originalSubdomain=uk), [Yingzhen Li](http://yingzhenli.net/home/en/) and [Jose Miguel Hernandez-Lobato](https://jmhl.org).

The code is implemeneted based on Pytorch 1.6.0.

If you use our code for research, please consider citing the papers.

## Code Structure

* `src`: Source files containing methods used in experiments. For details, refer to [src](https://github.com/WenboGong/Sliced_Kernelized_Stein_Discrepancy/tree/master/src)

* `scripts`: Scripts for running the experiments. Refer to [scripts](https://github.com/WenboGong/Sliced_Kernelized_Stein_Discrepancy/tree/master/scripts) for details.