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Update ReadMe #127

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Oct 16, 2023
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Update ReadMe #127

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13 changes: 6 additions & 7 deletions README.md
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@@ -1,4 +1,5 @@
[![arXiv](https://img.shields.io/badge/arXiv-2306.11078-b31b1b.svg)](https://arxiv.org/abs/2306.11078)
[![Venue](https://img.shields.io/badge/venue-NeurIPS_2023-darkblue)](https://neurips.cc/virtual/2023/poster/72978)
[![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
[![PyPI Latest Release](https://img.shields.io/pypi/v/benchmark-mi.svg)](https://pypi.org/project/benchmark-mi/)
[![build](https://github.com/cbg-ethz/bmi/actions/workflows/build.yml/badge.svg?branch=main)](https://github.com/cbg-ethz/bmi/actions/workflows/build.yml)
Expand Down Expand Up @@ -56,13 +57,11 @@ print(f"Estimate by KSG: {ksg.estimate(X, Y):.2f}")
If you find this code useful in your research, consider citing [our manuscript](https://arxiv.org/abs/2306.11078):

```
@misc{beyond_normal2023,
title={Beyond Normal: On the Evaluation of Mutual Information Estimators},
author={Paweł Czyż and Frederic Grabowski and Julia E. Vogt and Niko Beerenwinkel and Alexander Marx},
year={2023},
eprint={2306.11078},
archivePrefix={arXiv},
primaryClass={stat.ML}
@inproceedings{beyond-normal-2023,
title={Beyond Normal: On the Evaluation of Mutual Information Estimators},
author={Paweł Czyż and Frederic Grabowski and Julia E. Vogt and Niko Beerenwinkel and Alexander Marx},
booktitle={Thirty-seventh Conference on Neural Information Processing Systems},
year={2023}
}
```

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