Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning

This is the source code of Paper: Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning. (CVPR 2023, arXiv, YouTube Video)

Enviroment

We provide the conda enviroment file here

Run experiment

source run_files/[run_file_name.sh]

Example: run PAR on CIFAR100-10

sh run_files/cifar100-10/par2.sh

The result is as follows：

Code

in /src

Citation

Please cite the paper if you use the code in this repo.

@inproceedings{wang2023task,
  title={Task Difficulty Aware Parameter Allocation \& Regularization for Lifelong Learning},
  author={Wang, Wenjin and Hu, Yunqing and Chen, Qianglong and Zhang, Yin},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={7776--7785},
  year={2023}
}