Hey, just wanted to post some of our recent work on Bayesian optimization for neural architecture search. We show how to use a neural network to predict the accuracy of cell-based neural networks, and how this can be used for neural architecture search.

BANANAS: Bayesian optimization with neural architectures for neural architecture search

Arxiv: https://arxiv.org/abs/1910.11858

code: https://github.com/naszilla/bananas

blog: https://medium.com/reality-engines/bananas-a-new-method-for-neural-architecture-search-192d21959c0c