Code for ICLR '23 Tiny Paper "A Simple, Fast Algorithm for Continual Learning from High-Dimensional Data"
Paper available here: https://openreview.net/forum?id=TPTbHxeR6U
-
model.py: model described in Algorithm
$1$ of the paper implemented in sklearn-like interface -
all_metrics.py: code for sequential training and testing, outputs 'meta-table' of results on task
$i$ after learning task$j$ - demo.ipynb: jupyter notebook demonstrating functionality on the MNIST dataset
- numpy 1.21.2+
- scikit-learn 1.0.2+
@misc{
ashtekar2023a,
title={A Simple, Fast Algorithm for Continual Learning from High-Dimensional Data},
author={Neil Ashtekar and Vasant G Honavar},
year={2023},
url={https://openreview.net/forum?id=TPTbHxeR6U}
}
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