This repository offers an implementation of LC-PFN, a method designed for efficient Bayesian learning curve extrapolation.
LC-PFN in action on Google colab and HuggingFace
Installation using pip:
pip install -U lcpfn
Try out the notebooks
(require matplotlib
) for training and inference examples.
NOTE: Our model supports only increasing curves with values in notebooks/curve_normalization.ipynb
.
@inproceedings{
adriaensens2023lcpfn,
title={Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks},
author={Adriaensen, Steven and Rakotoarison, Herilalaina and Müller, Samuel and Hutter, Frank},
booktitle={Thirty-seventh Conference on Neural Information Processing Systems},
year={2023},
url={https://openreview.net/forum?id=xgTV6rmH6n}
}