Neural Architecture Search on NATS-Bench Topology, CIFAR-100

Metric: Test Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	Test Accuracy▼	Augmentations	Paper	Date↕	Code
1	PPO (Schulman et al., 2017)	71.68	No	Proximal Policy Optimization Algorithms	2017-07-20	Code
2	EigenNas (Zhu et al., 2022)	71.42	No	Generalization Properties of NAS under Activatio...	2022-09-15	-
3	RE (Real et al., 2019)	71.4	No	Regularized Evolution for Image Classifier Archi...	2018-02-05	Code
4	TE-NAS (Chen et al., 2021)	71.24	No	Neural Architecture Search on ImageNet in Four G...	2021-02-23	Code
5	NASI (Shu et al., 2021)	71.2	No	NASI: Label- and Data-agnostic Neural Architectu...	2021-09-02	-
6	FairNAS (Chu et al., 2021)	71	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
7	KNAS (Xu et al., 2021)	68.91	No	KNAS: Green Neural Architecture Search	2021-11-26	Code

#1PPO (Schulman et al., 2017)SOTA
71.68
Test Accuracy· 2017-07-20
Proximal Policy Optimization Algorithms Code
#2EigenNas (Zhu et al., 2022)
71.42
Test Accuracy· 2022-09-15
Generalization Properties of NAS under Activation and Skip Connection Search
#3RE (Real et al., 2019)
71.4
Test Accuracy· 2018-02-05
Regularized Evolution for Image Classifier Architecture Search Code
#4TE-NAS (Chen et al., 2021)
71.24
Test Accuracy· 2021-02-23
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective Code
#5NASI (Shu et al., 2021)
71.2
Test Accuracy· 2021-09-02
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
#6FairNAS (Chu et al., 2021)
71
Test Accuracy· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#7KNAS (Xu et al., 2021)
68.91
Test Accuracy· 2021-11-26
KNAS: Green Neural Architecture Search Code