DARTS: Differentiable Architecture Search

Benchmark Model Rank Results
architecture-search-on-cifar-10-imageDARTS + c/o#16Percentage error: 2.83Params: 3.4MSearch Time (GPU days): 4
language-modelling-on-penn-treebank-wordDifferentiable NAS#25Test perplexity: 56.1Validation perplexity: 58.3Params: 23M
neural-architecture-search-on-cifar-10DARTS (second order)#26Top-1 Error Rate: 2.76%Parameters: 3.3Search Time (GPU days): 4
neural-architecture-search-on-cifar-10DARTS (first order)#29Top-1 Error Rate: 3%Parameters: 3.3Search Time (GPU days): 1.5
neural-architecture-search-on-imagenetDARTS#108Top-1 Error Rate: 26.7Accuracy: 73.3Params: 4.9MACs: 595M
neural-architecture-search-on-nas-bench-201DARTS (first order)#36Accuracy (Test): 16.43Search time (s): 10890
neural-architecture-search-on-nas-bench-201DARTS (second order)#37Accuracy (Test): 16.43Search time (s): 29902