Neural Architecture Search without Training

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)

PDF Abstract ICLR 2021 PDF (under review) ICLR 2021 Abstract (under review)
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