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BONE: Bayesian online learning in non-stationary environments

Paper 📄: https://arxiv.org/abs/2411.10153

all-test

Citation

@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, flax, and the BayesianOptimization package:

pip install git+https://github.com/gerdm/rebayes-mini.git
pip install flax
pip install bayesian-optimization

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