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Neural Architecture Search On Nats Bench 2

评估指标

Test Accuracy

评测结果

各个模型在此基准测试上的表现结果

Paper Title
LayerNAS73.01±0.63LayerNAS: Neural Architecture Search in Polynomial Complexity
PPO (Schulman et al., 2017)71.68Proximal Policy Optimization Algorithms
EigenNas (Zhu et al., 2022)71.42Generalization Properties of NAS under Activation and Skip Connection Search
RE (Real et al., 2019)71.40Regularized Evolution for Image Classifier Architecture Search
TE-NAS (Chen et al., 2021)71.24Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective
NASI (Shu et al., 2021)71.20NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
FairNAS (Chu et al., 2021)71.00FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search
KNAS (Xu et al., 2021)68.91KNAS: Green Neural Architecture Search
GreenMachine-1-GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
GreenMachine-3-GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
GreenMachine-2-GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
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Neural Architecture Search On Nats Bench 2 | SOTA | HyperAI超神经