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neural-architecture-search-on-nats-bench-1

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PaperCodeTest AccuracyKendall's TauSpearman's RhoModelNameReleaseDate
LayerNAS: Neural Architecture Search in Polynomial Complexity94.34±0.12LayerNAS2023-04-23
Regularized Evolution for Image Classifier Architecture Search✓ Link94.13RE (Real et al., 2019)2018-02-05
Proximal Policy Optimization Algorithms✓ Link94.02PPO (Schulman et al., 2017)2017-07-20
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective✓ Link93.90TE-NAS (Chen et al., 2021)2021-02-23
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization93.55NASI (Shu et al., 2021)2021-09-02
Generalization Properties of NAS under Activation and Skip Connection Search93.46EigenNas (Zhu et al., 2022)2022-09-15
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search✓ Link93.23FairNAS (Chu et al., 2021)2019-07-03
KNAS: Green Neural Architecture Search✓ Link93.05KNAS (Xu et al., 2021)2021-11-26
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS✓ Link0.7830.928GreenMachine-12024-11-22
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS✓ Link0.6550.831GreenMachine-22024-11-22
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS✓ Link0.3910.578GreenMachine-32024-11-22
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