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Neural Architecture Search On Nats Bench 1

Metriken

Test Accuracy

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	Test Accuracy	Paper Title	Repository
KNAS (Xu et al., 2021)	93.05	KNAS: Green Neural Architecture Search
GreenMachine-2	-	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
NASI (Shu et al., 2021)	93.55	NASI: Label- and Data-agnostic Neural Architecture Search at Initialization	-
FairNAS (Chu et al., 2021)	93.23	FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search
GreenMachine-3	-	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
PPO (Schulman et al., 2017)	94.02	Proximal Policy Optimization Algorithms
LayerNAS	94.34±0.12	LayerNAS: Neural Architecture Search in Polynomial Complexity	-
EigenNas (Zhu et al., 2022)	93.46	Generalization Properties of NAS under Activation and Skip Connection Search	-
RE (Real et al., 2019)	94.13	Regularized Evolution for Image Classifier Architecture Search
TE-NAS (Chen et al., 2021)	93.90	Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective
GreenMachine-1	-	GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS

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