Neural Architecture Search on NATS-Bench Size, CIFAR-100

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Kendall's Tau

Rank	Model	Kendall's Tau	Spearman's Rho	Pearson R	Acc. (test)	Test Accuracy	Validation Accuracy	Extra Training Data	Paper	Code	Year
1	GreenMachine-2	0.769	0.924	–	–	–	–	✓	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS	RodriguesGabriel/greenmachine	2024
2	GreenMachine-3	0.744	0.9	–	–	–	–	✓	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS	RodriguesGabriel/greenmachine	2024
3	GreenMachine-1	0.653	0.847	–	–	–	–	✓	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS	RodriguesGabriel/greenmachine	2024
4	BossNAS	0.59	0.76	0.79	70.86	–	–		BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search	changlin31/BossNAS	2021
5	LayerNAS	–	–	–	–	70.64	60.67		LayerNAS: Neural Architecture Search in Polynomial Complexity		2023
6	GreenMachine-2	0.769	0.924	–	–	–	–	✓	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS	RodriguesGabriel/greenmachine	2024
7	GreenMachine-3	0.744	0.9	–	–	–	–	✓	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS	RodriguesGabriel/greenmachine	2024
8	GreenMachine-1	0.653	0.847	–	–	–	–	✓	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS	RodriguesGabriel/greenmachine	2024
9	BossNAS	0.59	0.76	0.79	70.86	–	–		BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search	changlin31/BossNAS	2021
10	LayerNAS	–	–	–	–	70.64	60.67		LayerNAS: Neural Architecture Search in Polynomial Complexity		2023