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https://github.com/gaurav-arya/differentiable_mh
Code for paper https://arxiv.org/abs/2306.07961
https://github.com/gaurav-arya/differentiable_mh
Last synced: 24 days ago
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Code for paper https://arxiv.org/abs/2306.07961
- Host: GitHub
- URL: https://github.com/gaurav-arya/differentiable_mh
- Owner: gaurav-arya
- Created: 2023-06-13T02:24:03.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-06-21T06:42:57.000Z (5 months ago)
- Last Synced: 2024-10-06T03:20:49.771Z (about 1 month ago)
- Language: Julia
- Homepage:
- Size: 1.84 MB
- Stars: 51
- Watchers: 6
- Forks: 3
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
![](docs/src/assets/gaussian_plot_alts_bare.png)
[![arXiv article 1](https://img.shields.io/badge/article-arXiv%3A2306.07961-B31B1B)](https://arxiv.org/abs/2306.07961)
[![arXiv article 2](https://img.shields.io/badge/article-arXiv%3A2406.14451-B31B1B)](https://arxiv.org/abs/2406.14451)# Differentiable Metropolis-Hastings
This repository contains the code to reproduce the experiments related to our papers on Differentiable Metropolis-Hastings:
* [Gradient Estimation via Differentiable Metropolis-Hastings](https://arxiv.org/abs/2406.14451).
* [Differentiating Metropolis-Hastings to Optimize Intractable Densities](https://arxiv.org/abs/2306.07961) (code under [ICML tag](https://github.com/gaurav-arya/differentiable_mh/tree/icml)).## Citations
```
@misc{arya2024gradient,
title={Gradient Estimation via Differentiable Metropolis-Hastings},
author={Gaurav Arya and Moritz Schauer and Ruben Seyer},
year={2024},
eprint={2406.14451},
archivePrefix={arXiv}
}@inproceedings{arya2023differentiating,
title={Differentiating Metropolis-Hastings to Optimize Intractable Densities},
author={Gaurav Arya and Ruben Seyer and Frank Sch{\"a}fer and Kartik Chandra and Alexander K. Lew and Mathieu Huot and Vikash Mansinghka and Jonathan Ragan-Kelley and Christopher Vincent Rackauckas and Moritz Schauer},
booktitle={ICML 2023 Workshop on Differentiable Almost Everything: Differentiable Relaxations, Algorithms, Operators, and Simulators},
year={2023},
url={https://openreview.net/forum?id=2jag4Yatsz}
}
```