FALCON: Efficient Automatic Machine Learning via Design Graphs

FALCON is an efficient AutoML method that searches for the optimal model design on graph datasets. We build a design graph over the design space of architecture and hyper-parameter choices, and search the best node on the design graph.

Code is coming soon!

Reference

@inproceedings{
    wu22falcon,
    title={Efficient Automatic Machine Learning via Design Graphs},
    author={Shirley Wu and Jiaxuan You and Jure Leskovec and Rex Ying},
    booktitle={NeurIPS GLFrontiers Workshop},
    year={2022},
}