Awesome

SoftNet-FSCIL

- Train SoftNet on Topic split of CIFAR100 (base session training)

>> ./train_soft_cifar.sh #gpu train

- Train and Evaluation of SoftNet on Topic split of CIFAR100 (few-shot incremental session traing and evaluation)

>> ./train_soft_cifar.sh #gpu test

- Train SoftNet + FSO on Topic split of CIFAR100 (base session training)

>> update soon

Update further soon...

3D Loss Landscapes

@inproceedings{
kang2023on,
title={On the Soft-Subnetwork for Few-Shot Class Incremental Learning},
author={Haeyong Kang and Jaehong Yoon and Sultan Rizky Hikmawan Madjid and Sung Ju Hwang and Chang D. Yoo},
booktitle={The Eleventh International Conference on Learning Representations },
year={2023},
url={https://openreview.net/forum?id=z57WK5lGeHd}
}

Extended Work: Forget-free Continual Learning with Soft-Winning SubNetworks

@misc{kang2023forgetfree,
      title={Forget-free Continual Learning with Soft-Winning SubNetworks}, 
      author={Haeyong Kang and Jaehong Yoon and Sultan Rizky Madjid and Sung Ju Hwang and Chang D. Yoo},
      year={2023},
      eprint={2303.14962},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}