GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS

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Benchmark Model Rank Results
neural-architecture-search-on-nats-benchGreenMachine-1#6Kendall's Tau: 0.643Spearman's Rho: 0.827
neural-architecture-search-on-nats-benchGreenMachine-3#7Kendall's Tau: 0.57Spearman's Rho: 0.748
neural-architecture-search-on-nats-benchGreenMachine-2#8Kendall's Tau: 0.558Spearman's Rho: 0.733
neural-architecture-search-on-nats-bench-1GreenMachine-1#6Kendall's Tau: 0.783Spearman's Rho: 0.928
neural-architecture-search-on-nats-bench-1GreenMachine-2#7Kendall's Tau: 0.655Spearman's Rho: 0.831
neural-architecture-search-on-nats-bench-1GreenMachine-3#8Kendall's Tau: 0.391Spearman's Rho: 0.578
neural-architecture-search-on-nats-bench-2GreenMachine-1#6Kendall's Tau: 0.705Spearman's Rho: 0.873
neural-architecture-search-on-nats-bench-2GreenMachine-2#7Kendall's Tau: 0.558Spearman's Rho: 0.741
neural-architecture-search-on-nats-bench-2GreenMachine-3#8Kendall's Tau: 0.296Spearman's Rho: 0.448
neural-architecture-search-on-nats-bench-size-1GreenMachine-3#1Kendall's Tau: 0.888Spearman's Rho: 0.982
neural-architecture-search-on-nats-bench-size-1GreenMachine-2#2Kendall's Tau: 0.827Spearman's Rho: 0.958
neural-architecture-search-on-nats-bench-size-1GreenMachine-1#3Kendall's Tau: 0.619Spearman's Rho: 0.816
neural-architecture-search-on-nats-bench-size-2GreenMachine-2#1Kendall's Tau: 0.769Spearman's Rho: 0.924
neural-architecture-search-on-nats-bench-size-2GreenMachine-3#2Kendall's Tau: 0.744Spearman's Rho: 0.9
neural-architecture-search-on-nats-bench-size-2GreenMachine-1#3Kendall's Tau: 0.653Spearman's Rho: 0.847
neural-architecture-search-on-nats-bench-size-3GreenMachine-2#1Kendall's Tau: 0.856Spearman's Rho: 0.971
neural-architecture-search-on-nats-bench-size-3GreenMachine-3#2Kendall's Tau: 0.794Spearman's Rho: 0.942
neural-architecture-search-on-nats-bench-size-3GreenMachine-1#3Kendall's Tau: 0.676Spearman's Rho: 0.868

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