MYOW

PyTorch implementation of Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction.

Installation

To install requirements run:

python3 -m pip install -r requirements.txt
export PYTHONPATH=$PYTHONPATH:$PWD

Training

• Running MYOW on CIFAR-10 dataset.
  
• Running MYOW on neural recordings from primates.
  

Setting up your own datasets:

• Image dataset.
  
• Temporal dataset.
  

Contributors

• Mehdi Azabou (Maintainer), github: mazabou
• Ran Liu, github: ranliu98
• Kiran Bhaskaran-Nair, github: kbn-gh
• Erik C. Johnson, github: erikjohnson24

Citation

If you find the code useful for your research, please consider citing our work:

@misc{azabou2021view,
      title={Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction}, 
      author={Mehdi Azabou and Mohammad Gheshlaghi Azar and Ran Liu and Chi-Heng Lin and Erik C. Johnson 
              and Kiran Bhaskaran-Nair and Max Dabagia and Keith B. Hengen and William Gray-Roncal 
              and Michal Valko and Eva L. Dyer},
      year={2021},
      eprint={2102.10106},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}