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neural-architecture-search-on-nats-bench

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PaperCodeTest AccuracyKendall's TauSpearman's RhoModelNameReleaseDate
LayerNAS: Neural Architecture Search in Polynomial Complexity46.58±0.59LayerNAS2023-04-23
Generalization Properties of NAS under Activation and Skip Connection Search45.54EigenNas (Zhu et al., 2022)2022-09-15
Proximal Policy Optimization Algorithms✓ Link44.95PPO (Schulman et al., 2017)2017-07-20
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization44.84NASI (Shu et al., 2021)2021-09-02
Regularized Evolution for Image Classifier Architecture Search✓ Link44.76RE (Real et al., 2019)2018-02-05
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective✓ Link42.38TE-NAS (Chen et al., 2021)2021-02-23
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search✓ Link42.19FairNAS (Chu et al., 2021)2019-07-03
KNAS: Green Neural Architecture Search✓ Link34.11KNAS (Xu et al., 2021)2021-11-26
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS✓ Link0.6430.827GreenMachine-12024-11-22
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS✓ Link0.570.748GreenMachine-32024-11-22
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS✓ Link0.5580.733GreenMachine-22024-11-22
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