This codebase contains the implementation of DualHSIC: HSIC-Bottleneck and Alignment for Continual Learning (ICML 2023).
Based on https://github.com/aimagelab/mammoth
The command for reproducing the results on Split CIFAR-100 with DualHSIC + DER++:
bash scripts/DualHSIC_derpp.sh
The arguments are self-explanatory and correspond to hyperparameter settings presented in our paper.
@inproceedings{wang2023dualhsic,
title={DualHSIC: HSIC-bottleneck and alignment for continual learning},
author={Wang, Zifeng and Zhan, Zheng and Gong, Yifan and Shao, Yucai and Ioannidis, Stratis and Wang, Yanzhi and Dy, Jennifer},
booktitle={International Conference on Machine Learning},
pages={36578--36592},
year={2023},
organization={PMLR}
}