EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search

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Benchmark Model Rank Results
neural-architecture-search-on-nas-bench-201EPE-NAS (N=500)#27Accuracy (Test): 42.05Search time (s): 105.8
neural-architecture-search-on-nas-bench-201EPE-NAS (N=10)#28Accuracy (Test): 41.92Search time (s): 2.3
neural-architecture-search-on-nas-bench-201EPE-NAS (N=1000)#29Accuracy (Test): 41.84Search time (s): 206.2
neural-architecture-search-on-nas-bench-201EPE-NAS (N=100)#32Accuracy (Test): 38.80Search time (s): 20.5
neural-architecture-search-on-nas-bench-201-1EPE-NAS (N=10)#23Accuracy (Test): 92.63Accuracy (Val): 89.90Search time (s): 2.3
neural-architecture-search-on-nas-bench-201-1EPE-NAS (N=500)#24Accuracy (Test): 92.27Accuracy (Val): 88.17Search time (s): 105.8
neural-architecture-search-on-nas-bench-201-1EPE-NAS (N=100)#25Accuracy (Test): 91.59Accuracy (Val): 88.74Search time (s): 20.5
neural-architecture-search-on-nas-bench-201-1EPE-NAS (N=1000)#26Accuracy (Test): 91.31Accuracy (Val): 87.87Search time (s): 206.2
neural-architecture-search-on-nas-bench-201-2EPE-NAS (N=10)#22Accuracy (Test): 70.10Accuracy (Val): 69.78Search time (s): 2.3
neural-architecture-search-on-nas-bench-201-2EPE-NAS (N=1000)#23Accuracy (Test): 69.58Accuracy (Val): 69.44Search time (s): 206.2
neural-architecture-search-on-nas-bench-201-2EPE-NAS (N=500)#26Accuracy (Test): 69.33Accuracy (Val): 69.23Search time (s): 105.8
neural-architecture-search-on-nas-bench-201-2EPE-NAS (N=100)#27Accuracy (Test): 67.19Accuracy (Val): 67.28Search time (s): 20.5

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