GreenMachine evolves new zero-cost proxy formulas that rank untrained neural networks by expected accuracy, reaching a best Kendall correlation of 0.89 on NATS-Bench size search space with CIFAR-10.
Abdelfattah, Abhinav Mehrotra, Lukasz Dudziak, and Nicholas Donald Lane
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GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
GreenMachine evolves new zero-cost proxy formulas that rank untrained neural networks by expected accuracy, reaching a best Kendall correlation of 0.89 on NATS-Bench size search space with CIFAR-10.