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Neural Architecture Search On Nats Bench
Neural Architecture Search On Nats Bench
Metrics
Test Accuracy
Results
Performance results of various models on this benchmark
Columns
Model Name
Test Accuracy
Paper Title
Repository
EigenNas (Zhu et al., 2022)
45.54
Generalization Properties of NAS under Activation and Skip Connection Search
-
LayerNAS
46.58±0.59
LayerNAS: Neural Architecture Search in Polynomial Complexity
-
GreenMachine-2
-
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
FairNAS (Chu et al., 2021)
42.19
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search
GreenMachine-3
-
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
TE-NAS (Chen et al., 2021)
42.38
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective
NASI (Shu et al., 2021)
44.84
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
-
GreenMachine-1
-
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
KNAS (Xu et al., 2021)
34.11
KNAS: Green Neural Architecture Search
RE (Real et al., 2019)
44.76
Regularized Evolution for Image Classifier Architecture Search
PPO (Schulman et al., 2017)
44.95
Proximal Policy Optimization Algorithms
0 of 11 row(s) selected.
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