How predictors affect the RL-based search strategy in Neural Architecture Search?

Author:

Wu JiaORCID,Deng Tianjin,Hu Qi

Funder

National Natural Science Foundation of China

Publisher

Elsevier BV

Subject

Artificial Intelligence,Computer Science Applications,General Engineering

Reference55 articles.

1. Abdelfattah, M. S., Mehrotra, A., Dudziak, Ł., & Lane, N. D. (2021). Zero-Cost Proxies for Lightweight NAS. In International Conference on Learning Representations. ICLR.

2. Designing neural network architectures using reinforcement learning;Baker,2016

3. Neural optimizer search with reinforcement learning;Bello,2017

4. Random search for hyper-parameter optimization;Bergstra;Journal of Machine Learning Research,2012

5. Chen, W., Gong, X., & Wang, Z. (2021). Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective. In International Conference on Learning Representations.

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