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NAS-Bench-201, ImageNet-16-120

아카이브 평가 49건 · 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
CR-LSO	Accuracy (Test) 46.98 Accuracy (Val) 46.51	CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks 2022-11-11	코드 1
Shapley-NAS	Accuracy (Test) 46.85 Accuracy (Val) 46.57	Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search 2022-06-20	코드 1
β-SDARTS-RS	Accuracy (Test) 46.71	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search 2022-03-03	코드 1
β-RDARTS-L2	Accuracy (Test) 46.71	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search 2022-03-03	코드 1
NAR	Accuracy (Test) 46.66 Accuracy (Val) 46.16	Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search 2022-01-30	코드 1
BaLeNAS-TF	Accuracy (Test) 46.54 Accuracy (Val) 46.14	BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule 2021-11-25	연결 없음
AG-Net	Accuracy (Test) 46.42 Accuracy (Val) 46.73	Learning Where To Look -- Generative NAS is Surprisingly Efficient 2022-03-16	코드 1
Local search	Accuracy (Test) 46.38 Search time (s) 151200	Exploring the Loss Landscape in Neural Architecture Search 2020-05-06	코드 1 · 코드 2
NASBOT	Accuracy (Test) 46.37 Search time (s) 75600	Neural Architecture Search with Bayesian Optimisation and Optimal Transport 2018-02-11	코드 1
GAEA DARTS (ERM)	Accuracy (Test) 46.36	Geometry-Aware Gradient Algorithms for Neural Architecture Search 2020-04-16	코드 1
DrNAS	Accuracy (Test) 46.34 Accuracy (Val) 46.37	DrNAS: Dirichlet Neural Architecture Search 2020-06-18	코드 1
β-DARTS	Accuracy (Test) 46.34 Accuracy (Val) 46.37	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search 2022-03-03	코드 1
Λ-DARTS	Accuracy (Test) 46.34 Accuracy (Val) 46.37	$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells 2022-10-14	코드 1
IS-DARTS	Accuracy (Test) 46.34 Accuracy (Val) 46.37	IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance 2023-12-19	코드 1
ParZC	Accuracy (Test) 46.34 Accuracy (Val) 46.37	ParZC: Parametric Zero-Cost Proxies for Efficient NAS 2024-02-03	연결 없음
α-DARTS	Accuracy (Test) 46.34 Accuracy (Val) 46.17	$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling 2022-11-18	연결 없음
TNAS	Accuracy (Test) 46.31	When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search 2022-04-11	코드 1
BANANAS	Accuracy (Test) 46.3 Search time (s) 100800	BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search 2019-10-25	코드 1 · 코드 2 · 코드 3
arch2vec	Accuracy (Test) 46.27	Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? 2020-06-12	코드 1
RF-DARTS	Accuracy (Test) 46.1 Accuracy (Val) 46.40	Differentiable Architecture Search with Random Features 2022-08-18	연결 없음
GEA	Accuracy (Test) 46.04	Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation 2022-07-22	연결 없음
DU-DARTS	Accuracy (Test) 45.94	DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search 2021-11-23	코드 1
DARTS-SaBN	Accuracy (Test) 45.85	Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity 2021-02-22	코드 1
GenNAS	Accuracy (Test) 45.59 Search time (s) 1080	Generic Neural Architecture Search via Regression 2021-08-04	코드 1 · 코드 2
REA	Accuracy (Test) 45.54 Search time (s) 12000	Regularized Evolution for Image Classifier Architecture Search 2018-02-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
CDARTS	Accuracy (Test) 45.51	Cyclic Differentiable Architecture Search 2020-06-18	코드 1 · 코드 2 · 코드 3
DiNAS	Accuracy (Test) 45.41 Search time (s) 15.36 Accuracy (Val) 46.66	Multi-conditioned Graph Diffusion for Neural Architecture Search 2024-03-09	코드 1
PRE-NAS	Accuracy (Test) 45.34	PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search 2022-04-27	연결 없음
DARTS-	Accuracy (Test) 45.12 Accuracy (Val) 44.87	DARTS-: Robustly Stepping out of Performance Collapse Without Indicators 2020-09-02	코드 1
KNAS (k=40)	Accuracy (Test) 45.05	KNAS: Green Neural Architecture Search 2021-11-26	코드 1