Neural Architecture Search without Training

8 Jun 2020Joseph MellorJack TurnerAmos StorkeyElliot J. Crowley

The time and effort involved in hand-designing deep neural networks is immense. This has prompted the development of Neural Architecture Search (NAS) techniques to automate this design... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Neural Architecture Search NAS-Bench-201, ImageNet-16-120 NAS without training (N=100) Accuracy (Test) 36.37 # 9
Accuracy (val) 36.56 # 7
Search time (s) 17.4 # 2
Neural Architecture Search NAS-Bench-201, ImageNet-16-120 NAS without training (N=10) Accuracy (Test) 38.33 # 8
Accuracy (val) 38.33 # 6
Search time (s) 1.7 # 1

Methods used in the Paper