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KNAS: Green Neural Architecture Search [article]

Jingjing Xu, Liang Zhao, Junyang Lin, Rundong Gao, Xu Sun, Hongxia Yang
2021 arXiv   pre-print
Many existing neural architecture search (NAS) solutions rely on downstream training for architecture evaluation, which takes enormous computations.  ...  Considering that these computations bring a large carbon footprint, this paper aims to explore a green (namely environmental-friendly) NAS solution that evaluates architectures without training.  ...  In Proceedings of Vision - ECCV 2018 - 15th European Conference, Munich, the 30th International Conference on Machine Learning, Germany, September 8-14, 2018, Proceedings, Part XIII,  ... 
arXiv:2111.13293v1 fatcat:fz4p37bk2jgxnn2qfc6ffvvfwu