Neural Architecture Search on NAS-Bench-201 ImageNet-16-120 (test)
58.92AccuracyΛ-DARTS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Λ-DARTSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 58.92 | — | |
| PC-DARTSSearch Space=DARTS, Variant=Standard2025.03 | 57.38 | — | |
| SDARTS-RSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 55.7 | — | |
| SDARTS-RSSearch Space=DARTS, Variant=Standard2025.03 | 55.48 | — | |
| DARTS (1st)Search Space=DARTS, Variant=A²-enhanced2025.03 | 55.03 | — | |
| β-DARTSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 54.45 | — | |
| PC-DARTSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 54.33 | — | |
| DARTS-Search Space=DARTS, Variant=A²-enhanced2025.03 | 54.32 | — | |
| DARTS-PTSearch Space=DARTS, Variant=A²-enhanced2025.03 | 54.28 | — | |
| DARTS-PTSearch Space=DARTS, Variant=Standard2025.03 | 54 | — | |
| β-DARTSSearch Space=DARTS, Variant=Standard2025.03 | 53.92 | — | |
| DARTS-Search Space=DARTS, Variant=Standard2025.03 | 53.78 | — | |
| Λ-DARTSSearch Space=DARTS, Variant=Standard2025.03 | 53.62 | — | |
| DARTS (1st)Search Space=DARTS, Variant=Standard2025.03 | 53.06 | — | |
| optimal2021.06 | 47.31 | — | |
| Bench Optimal2021.02 | 47.31 | — | |
| Optimal2021.08 | 47.31 | — | |
| optimal2021.11 | 47.31 | — | |
| optimal2022.03 | 47.31 | — | |
| OptimalSearch Space=NAS-Bench-2012022.04 | 47.31 | — | |
| Optimum2022.03 | 47.31 | — | |
| Optimal2022.01 | 47.31 | — | |
| Optimum2024.03 | 47.31 | — | |
| Optimal2025.09 | 47.31 | — | |
| CR-LSO2022.11 | 46.98 | — | |
| GANASQueries=444, Search Method=Generative Reinforcement Learning2022.03 | 46.8 | — | |
| GANASQueries/Gen.=1412024.03 | 46.8 | — | |
| CoLLM-NASParadigm=LLM-based NAS methods2025.09 | 46.79 | — | |
| OptimalSearch Space=NAS-Bench-2012025.03 | 46.71 | — | |
| CARL2026.05 | 46.61 | — | |
| BaLeNAS-TFOptimization=Training-free proxies, Proxy=Synflow2021.11 | 46.54 | — | |
| BANANASQueries=192, Search Method=Bayesian Optimization2022.03 | 46.51 | — | |
| BANANASQueries/Gen.=1922024.03 | 46.51 | — | |
| ConvNP2026.05 | 46.51 | — | |
| LM-SearcherParadigm=LLM-based NAS methods2025.09 | 46.51 | — | |
| CAP2026.05 | 46.49 | — | |
| Evolutionary AlgorithmParadigm=conventional search algorithms2025.09 | 46.49 | — | |
| AG-NetQueries=100, Search Method=Generative LSO, topk=12022.03 | 46.43 | — | |
| AG-NetQueries=192, Search Method=Generative LSO2022.03 | 46.43 | — | |
| AG-NetQueries/Gen.=1922024.03 | 46.43 | — | |
| AG-NetQueries=400, Search Method=Generative LSO2022.03 | 46.42 | — | |
| NP2026.05 | 46.41 | — | |
| BO+Queries=192, Search Method=Bayesian Optimization2022.03 | 46.4 | — | |
| Bayesian Opt.Queries/Gen.=1922024.03 | 46.4 | — | |
| RF2026.05 | 46.39 | — | |
| GAEA DARTS (ERM)setting=direct2020.04 | 46.36 | — | |
| DrNAS2021.11 | 46.34 | — | |
| β-DARTSCost (hours)=3.22022.03 | 46.34 | — | |
| B-DARTS2024.03 | 46.34 | — | |
| Arch2vec + BOQueries=100, Search Method=Bayesian Optimization2022.03 | 46.27 | — | |
| arch2vec-BO2022.11 | 46.27 | — | |
| RZ-NASParadigm=LLM-based NAS methods2025.09 | 46.24 | — | |
| AG-NetQueries=96, Search Method=Generative LSO2022.03 | 46.2 | — | |
| XGB + RankingQueries=192, Search Method=Generative LSO2022.03 | 46.16 | — | |
| EG-NASParadigm=one-shot NAS2025.09 | 46.13 | — | |
| RR2026.05 | 46.12 | — | |
| XGBQueries=192, Search Method=Generative LSO2022.03 | 46.08 | — | |
| RS+Queries=192, Search Method=Random2022.03 | 45.98 | — | |
| Random SearchQueries/Gen.=1922024.03 | 45.98 | — | |
| ReNAS2022.11 | 45.97 | — | |
| Reinforcement LearningParadigm=conventional search algorithms2025.09 | 45.95 | — | |
| XGB2026.05 | 45.94 | — | |
| LLMaticParadigm=LLM-based NAS methods2025.09 | 45.87 | — | |
| GAEA DARTS (ERM)setting=transfer (CIFAR-10)2020.04 | 45.81 | — | |
| RS2026.05 | 45.8 | — | |
| RE2026.05 | 45.79 | — | |
| MLP2026.05 | 45.76 | — | |
| GAEA DARTS (bilevel)setting=direct2020.04 | 45.69 | — | |
| β-DARTSSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 45.66 | — | |
| β-DARTSSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 45.66 | — | |
| LR2026.05 | 45.59 | — | |
| REAsetting=transfer (CIFAR-10)2020.04 | 45.54 | — | |
| AmoebaNetSearch Space=NAS-Bench-2012022.04 | 45.54 | — | |
| BaLeNASOrder=2nd-order2021.11 | 45.48 | — | |
| DiNASQueries/Gen.=1922024.03 | 45.41 | — | |
| Random SearchParadigm=conventional search algorithms2025.09 | 45.37 | — | |
| PRE-NASSearch Space=NAS-Bench-2012022.04 | 45.34 | — | |
| Λ-DARTSSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 45.27 | — | |
| BOHB2022.11 | 45.26 | — | |
| BaLeNASOrder=1st-order2021.11 | 45.25 | — | |
| REINFORCESearch Space=NAS-Bench-2012022.04 | 45.24 | — | |
| REINFORCE2022.11 | 45.24 | — | |
| DARTS-Cost (hours)=3.22022.03 | 45.12 | — | |
| DARTS-Paradigm=one-shot NAS2025.09 | 45.12 | — | |
| SGNASSearch Method=Supernet2022.03 | 44.98 | — | |
| SGNAS2024.03 | 44.98 | — | |
| GENIUSParadigm=LLM-based NAS methods2025.09 | 44.96 | — | |
| Random SearchSearch Space=NAS-Bench-2012022.04 | 44.57 | — | |
| RS2022.11 | 44.57 | — | |
| BOHBSearch Space=NAS-Bench-2012022.04 | 44.42 | — | |
| Zero-cost NAS2021.11 | 43.64 | — | |
| ResNetMethod=manual, Applicable Space=-2022.01 | 43.63 | — | |
| SNAS2022.03 | 43.16 | — | |
| Λ-DARTSSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 43 | — | |
| FairNAS2022.11 | 42.19 | — | |
| FairNASParadigm=one-shot NAS2025.09 | 42.19 | — | |
| DARTS (1st)Search Space=NAS-Bench-201, Variant=A²-enhanced, Data Augmentation=None on validation set2025.03 | 41.88 | — | |
| GDAS2021.11 | 41.84 | — | |
| GDASSearch Space=NAS-Bench-2012022.04 | 41.84 | — | |
| GDASsetting=transfer (CIFAR-10)2020.04 | 41.71 | — |