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CIFAR-10

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아카이브 평가 41건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
NAT-M4	Top-1 Error Rate 1.6% Search Time (GPU days) 1.0 Parameters 6.9M FLOPS 468M	Neural Architecture Transfer 2020-05-12	코드 1 · 코드 2
DNA-c	Top-1 Error Rate 1.7%	Blockwisely Supervised Neural Architecture Search with Knowledge Distillation 2019-11-29	코드 1
FairNAS-A	Top-1 Error Rate 1.8% Search Time (GPU days) 8 Parameters 3 FLOPS 391	FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search 2019-07-03	코드 1 · 코드 2
NAT-M3	Top-1 Error Rate 1.8% Search Time (GPU days) 1.0 Parameters 6.2M FLOPS 392M	Neural Architecture Transfer 2020-05-12	코드 1 · 코드 2
NAO	Top-1 Error Rate 1.93% Search Time (GPU days) 200 Parameters 144.6M	연결 없음 논문 날짜 미기재	연결 없음
SharpSepConvDARTS	Top-1 Error Rate 1.98% Search Time (GPU days) 0.8 Parameters 3.6M FLOPS 579M	sharpDARTS: Faster and More Accurate Differentiable Architecture Search 2019-03-23	코드 1 · 코드 2
MUXNet-m	Top-1 Error Rate 2.0% Parameters 2.1M FLOPS 200M	MUXConv: Information Multiplexing in Convolutional Neural Networks 2020-03-31	코드 1
NAT-M2	Top-1 Error Rate 2.1% Search Time (GPU days) 1.0 Parameters 4.6M FLOPS 291M	Neural Architecture Transfer 2020-05-12	코드 1 · 코드 2
iDARTS +ME	Top-1 Error Rate 2.25% Search Time (GPU days) 0.4 Parameters 3.6M	iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization 2021-08-25	연결 없음
sharpDARTS	Top-1 Error Rate 2.29% Search Time (GPU days) 1.8 Parameters 1.98M FLOPS 357M	sharpDARTS: Faster and More Accurate Differentiable Architecture Search 2019-03-23	코드 1 · 코드 2
DU-DARTS	Top-1 Error Rate 2.32% Search Time (GPU days) 0.4 Parameters 3.8M	DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search 2021-11-23	코드 1
NoisyDARTS	Top-1 Error Rate 2.39% Search Time (GPU days) 0.25 Parameters 3.25M FLOPS 534M	Noisy Differentiable Architecture Search 2020-05-07	코드 1
SGAS	Top-1 Error Rate 2.39% Search Time (GPU days) 0.25 Parameters 3.8M	SGAS: Sequential Greedy Architecture Search 2019-11-30	코드 1
Shapley-NAS(best)	Top-1 Error Rate 2.43% Parameters 3.6M	Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search 2022-06-20	코드 1
CATE	Top-1 Error Rate 2.46% Search Time (GPU days) 10.3 Parameters 4.1	CATE: Computation-aware Neural Architecture Encoding with Transformers 2021-02-14	코드 1
EEEA-Net-C (b=5)+ CO	Top-1 Error Rate 2.46%	EEEA-Net: An Early Exit Evolutionary Neural Architecture Search 2021-08-13	코드 1
DrNAS	Top-1 Error Rate 2.46% Parameters 4.1M	DrNAS: Dirichlet Neural Architecture Search 2020-06-18	코드 1
GDAS (FRC)	Top-1 Error Rate 2.5% Search Time (GPU days) 0.17	Searching for A Robust Neural Architecture in Four GPU Hours 2019-10-10	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
ZenNet-2.0M	Top-1 Error Rate 2.5% Parameters 2.0M FLOPS 487M	Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition 2021-02-01	코드 1 · 코드 2
PC-DARTS-CIFAR	Top-1 Error Rate 2.51%	PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search 2019-07-12	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
TNASP	Top-1 Error Rate 2.52% Search Time (GPU days) 0.3 Parameters 3.7M	TNASP: A Transformer-based NAS Predictor with a Self-evolution Framework 2021-12-01	연결 없음
Soft Parameter Sharing	Top-1 Error Rate 2.53% Search Time (GPU days) 0.7	Learning Implicitly Recurrent CNNs Through Parameter Sharing 2019-02-26	코드 1
β-DARTS	Top-1 Error Rate 2.53%	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search 2022-03-03	코드 1
FairDARTS-a	Top-1 Error Rate 2.54% Search Time (GPU days) 0.25 Parameters 2.8M FLOPS 746M	Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search 2019-11-27	코드 1
MSR-DARTS	Top-1 Error Rate 2.54% Search Time (GPU days) 0.3 Parameters 4.0M	MSR-DARTS: Minimum Stable Rank of Differentiable Architecture Search 2020-09-19	연결 없음
arch2vec	Top-1 Error Rate 2.56% Search Time (GPU days) 10.5 Parameters 3.6M	Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? 2020-06-12	코드 1
PC-DARTS	Top-1 Error Rate 2.57% Search Time (GPU days) 0.1 Parameters 3.6M	PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search 2019-07-12	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
NAT-M1	Top-1 Error Rate 2.6% Search Time (GPU days) 1.0 Parameters 4.3M FLOPS 232M	Neural Architecture Transfer 2020-05-12	코드 1 · 코드 2
DARTS-PRIME	Top-1 Error Rate 2.62% Search Time (GPU days) 0.5 Parameters 3.7M	DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS 2021-06-22	연결 없음
SETN (T=1K) + CutOut	Top-1 Error Rate 2.69% Search Time (GPU days) 1.8	One-Shot Neural Architecture Search via Self-Evaluated Template Network 2019-10-13	코드 1 · 코드 2 · 코드 3 · 코드 4