cvnn_generalization

This repository contains the code for the paper "Spectral Complexity-scaled Generalization Bound of Complex-valued Neural Networks" by Haowen Chen, Fengxiang He, Shiye Lei, and Dacheng Tao.

Dependencies

• Python 3.6
• Pytorch 1.10
• Keras 2.2
• complexPyTorch

Run

1. setting the data path of TinyImageNet in main.py:

   tinyimagenet_path = [YOUR DATA PATH]

2. setting the path of result folder in main.py:

   figure_save_path = [YOUR FIGURE PATH]

3. run main.py

   python main.py --dataset [YOUR DATASET NAME]

   [YOUR DATASET NAME] ∈ {'mnist', 'fashionmnist', 'cifar10', 'cifar100', 'imdb', 'tinyimagenet'}

Citation

@article{chen2023spectral,
  title={Spectral Complexity-scaled Generalization Bound of Complex-valued Neural Networks},
  author={Chen, Haowen and He, Fengxiang and Lei, Shiye and Tao, Dacheng},
  journal={Artificial Intelligence},
  year={2023}
}

Contact

For any issue, please kindly contact

Hoawen Chen: haowchen@student.ethz.ch
Fengxiang He: F.He@ed.ac.uk
Shiye Lei: leishiye@gmail.com
Dacheng Tao: dacheng.tao@sydney.edu.au

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Last update: Tue 30 May 2023