https://github.com/gerdm/bone
Repository for the paper "BONE: a unifying framework for Bayesian online learning in non-stationary environments"
https://github.com/gerdm/bone
Last synced: 8 months ago
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Repository for the paper "BONE: a unifying framework for Bayesian online learning in non-stationary environments"
- Host: GitHub
- URL: https://github.com/gerdm/bone
- Owner: gerdm
- Created: 2024-11-08T09:09:33.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-12-11T08:06:46.000Z (over 1 year ago)
- Last Synced: 2025-03-29T10:24:10.751Z (about 1 year ago)
- Language: Jupyter Notebook
- Size: 19.2 MB
- Stars: 17
- Watchers: 1
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# BONE: Bayesian online learning in non-stationary environments
**Paper** 📄: https://arxiv.org/abs/2411.10153
## Citation
```bib
@article{
duran-martin2025a,
title={A unifying framework for generalised Bayesian online learning in non-stationary environments},
author={Gerardo Duran-Martin and Leandro S{\'a}nchez-Betancourt and Alex Shestopaloff and Kevin Patrick Murphy},
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2025},
url={https://openreview.net/forum?id=osesw2V10u},
note={}
}
```
## Installation
To run the experiments, make sure to have installed `jax>=0.4.2`,
[rebayes-mini](https://github.com/gerdm/rebayes-mini/tree/main),
[flax](https://github.com/google/flax),
and the [BayesianOptimization](https://github.com/bayesian-optimization/BayesianOptimization) package:
```bash
pip install git+https://github.com/gerdm/rebayes-mini.git
pip install flax
pip install bayesian-optimization
```