Neural Architecture Search on NAS-Bench-201 CIFAR-100 (test)
73.51Accuracyoptimal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| optimal2021.06 | 73.51 | — | |
| Bench Optimal2021.02 | 73.51 | — | |
| DrNAS2021.11 | 73.51 | — | |
| optimal2021.11 | 73.51 | — | |
| β-DARTSCost (hours)=3.22022.03 | 73.51 | — | |
| optimal2022.03 | 73.51 | — | |
| Optimum2022.03 | 73.51 | — | |
| AG-NetQueries=192, Search Method=Generative LSO2022.03 | 73.51 | — | |
| AG-NetQueries=400, Search Method=Generative LSO2022.03 | 73.51 | — | |
| Optimal2022.01 | 73.51 | — | |
| Optimum2024.03 | 73.51 | — | |
| AG-NetQueries/Gen.=1922024.03 | 73.51 | — | |
| TNAS2024.03 | 73.51 | — | |
| B-DARTS2024.03 | 73.51 | — | |
| DiffusionNAG2024.03 | 73.51 | — | |
| DiNASQueries/Gen.=1922024.03 | 73.51 | — | |
| Optimal2025.09 | 73.51 | — | |
| BANANASQueries=192, Search Method=Bayesian Optimization2022.03 | 73.5 | — | |
| BANANASQueries/Gen.=1922024.03 | 73.5 | — | |
| Optimal2021.08 | 73.49 | — | |
| CR-LSO2022.11 | 73.47 | — | |
| CoLLM-NASParadigm=LLM-based NAS methods2025.09 | 73.44 | — | |
| GAEA DARTS (ERM)setting=direct2020.04 | 73.43 | — | |
| Arch2vec + BOQueries=100, Search Method=Bayesian Optimization2022.03 | 73.37 | — | |
| arch2vec-BO2022.11 | 73.37 | — | |
| MetaD2AQueries/Gen.=5002024.03 | 73.34 | — | |
| RZ-NASParadigm=LLM-based NAS methods2025.09 | 73.3 | — | |
| GANASQueries=444, Search Method=Generative Reinforcement Learning2022.03 | 73.28 | — | |
| GANASQueries/Gen.=1412024.03 | 73.28 | — | |
| XGB + RankingQueries=192, Search Method=Generative LSO2022.03 | 73.24 | — | |
| BO+Queries=192, Search Method=Bayesian Optimization2022.03 | 73.22 | — | |
| Bayesian Opt.Queries/Gen.=1922024.03 | 73.22 | — | |
| AG-NetQueries=100, Search Method=Generative LSO, topk=12022.03 | 73.15 | — | |
| AG-NetQueries=96, Search Method=Generative LSO2022.03 | 73.12 | — | |
| ConvNP2026.05 | 72.99 | — | |
| LM-SearcherParadigm=LLM-based NAS methods2025.09 | 72.96 | — | |
| BaLeNAS-TFOptimization=Training-free proxies, Proxy=Synflow2021.11 | 72.95 | — | |
| XGBQueries=192, Search Method=Generative LSO2022.03 | 72.93 | — | |
| CARL2026.05 | 72.92 | — | |
| Evolutionary AlgorithmParadigm=conventional search algorithms2025.09 | 72.82 | — | |
| RR2026.05 | 72.77 | — | |
| GAEA DARTS (ERM)setting=transfer (CIFAR-10)2020.04 | 72.6 | — | |
| BOHB2022.11 | 72.37 | — | |
| RF2026.05 | 72.34 | — | |
| CAP2026.05 | 72.32 | — | |
| RE2026.05 | 72.13 | — | |
| ReNAS2022.11 | 72.12 | — | |
| RS+Queries=192, Search Method=Random2022.03 | 72.07 | — | |
| Random SearchQueries/Gen.=1922024.03 | 72.07 | — | |
| MLP2026.05 | 71.94 | — | |
| BaLeNASOrder=2nd-order2021.11 | 71.93 | — | |
| GAEA DARTS (bilevel)setting=direct2020.04 | 71.87 | — | |
| REAsetting=transfer (CIFAR-10)2020.04 | 71.84 | — | |
| LR2026.05 | 71.84 | — | |
| NP2026.05 | 71.84 | — | |
| Reinforcement LearningParadigm=conventional search algorithms2025.09 | 71.78 | — | |
| REINFORCE2022.11 | 71.71 | — | |
| LLMaticParadigm=LLM-based NAS methods2025.09 | 71.62 | — | |
| RS2026.05 | 71.55 | — | |
| DARTS-Cost (hours)=3.22022.03 | 71.53 | — | |
| DARTS-Paradigm=one-shot NAS2025.09 | 71.53 | — | |
| Random SearchParadigm=conventional search algorithms2025.09 | 71.52 | — | |
| XGB2026.05 | 71.06 | — | |
| RS2022.11 | 71.04 | — | |
| FairNAS2022.11 | 71 | — | |
| FairNASParadigm=one-shot NAS2025.09 | 71 | — | |
| BaLeNASOrder=1st-order2021.11 | 70.98 | — | |
| EG-NASParadigm=one-shot NAS2025.09 | 70.91 | — | |
| GENIUSParadigm=LLM-based NAS methods2025.09 | 70.91 | — | |
| ResNetMethod=manual, Applicable Space=-2022.01 | 70.86 | — | |
| iDARTS2021.06 | 70.83 | — | |
| iDARTS2022.03 | 70.83 | — | |
| Zero-cost NAS2021.11 | 70.73 | — | |
| GDASsetting=transfer (CIFAR-10)2020.04 | 70.7 | — | |
| GDASCost (hours)=8.72022.03 | 70.7 | — | |
| GDAS2022.11 | 70.7 | — | |
| GDAS2021.11 | 70.61 | — | |
| GAEA GDASsetting=direct2020.04 | 70.47 | — | |
| GDAS2021.06 | 70.33 | — | |
| SGNASSearch Method=Supernet2022.03 | 70.31 | — | |
| SGNAS2024.03 | 70.31 | — | |
| SNAS2022.03 | 69.34 | — | |
| KNASMethod=training-free, Applicable Space=C & D2022.01 | 68.91 | 4,200 | |
| GAEA DARTS (bilevel)setting=transfer (CIFAR-10)2020.04 | 68.39 | — | |
| PC-DARTS2022.03 | 67.48 | — | |
| PC-DARTSParadigm=one-shot NAS2025.09 | 67.48 | — | |
| RandomNAS2021.11 | 61.45 | — | |
| Random baseline2021.11 | 60.83 | — | |
| SETN2021.06 | 59.05 | — | |
| SETN2021.11 | 59.05 | — | |
| RSPSsetting=transfer (CIFAR-10)2020.04 | 58.33 | — | |
| RandomNAS2021.06 | 52.31 | — | |
| DSNAS2022.03 | 31.01 | — | |
| DARTS2021.06 | 15.61 | — | |
| DARTSOrder=1st-order2021.11 | 15.61 | — | |
| DARTSOrder=2nd-order2021.11 | 15.61 | — | |
| DARTS(1st)Cost (hours)=3.22022.03 | 15.61 | — | |
| DARTS(2nd)Cost (hours)=10.22022.03 | 15.61 | — | |
| DARTS2022.11 | 15.61 | — | |
| DARTSParadigm=one-shot NAS2025.09 | 15.61 | — |