ARML (Automated Relational Meta-learning)

About

Source code¹ of the paper Automated Relational Meta-learning

If you find this repository useful in your research, please cite the following paper:

@inproceedings{
  yao2020automated,
  title={Automated Relational Meta-learning},
  author={Huaxiu Yao and Xian Wu and Zhiqiang Tao and Yaliang Li and Bolin Ding and Ruirui Li and Zhenhui Li},
  booktitle={International Conference on Learning Representations},
  year={2020},
  url={https://openreview.net/forum?id=rklp93EtwH}
}

Data

Plain-Multi and Art-Multi are released in Google Drive

Usage

Dependence

• python 3.*
• TensorFlow 1.10+
• Numpy 1.15+

2-D Regression

Please see the bash file in /2D_bash for hyperparameter settings

Plainmulti

Please see the bash file in /plainmulti_bash for hyperparameter settings

Artmulti

Please see the bash file in /artmulti_bash for hyperparameter settings

¹This code is built based on the MAML and HSML.