Neural Architecture Search on CIFAR-10 (test)
97.42Test AccuracyDARTS-PT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DARTS-PTSearch Space=DARTS, Variant=A²-enhanced2025.03 | 97.42 | — | — | — | — | — | |
| SDARTS-RSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 97.38 | — | — | — | — | — | |
| DARTS-PTSearch Space=DARTS, Variant=Standard2025.03 | 97.36 | — | — | — | — | — | |
| DARTS-Search Space=DARTS, Variant=A²-enhanced2025.03 | 97.36 | — | — | — | — | — | |
| SDARTS-RSSearch Space=DARTS, Variant=Standard2025.03 | 97.33 | — | — | — | — | — | |
| DARTS-Search Space=DARTS, Variant=Standard2025.03 | 97.3 | — | — | — | — | — | |
| DARTS (1st)Search Space=DARTS, Variant=A²-enhanced2025.03 | 97.2 | — | — | — | — | — | |
| PC-DARTSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 97.2 | — | — | — | — | — | |
| PC-DARTSSearch Space=DARTS, Variant=Standard2025.03 | 97.15 | — | — | — | — | — | |
| Λ-DARTSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 97.14 | — | — | — | — | — | |
| Λ-DARTSSearch Space=DARTS, Variant=Standard2025.03 | 97.05 | — | — | — | — | — | |
| DARTS (1st)Search Space=DARTS, Variant=Standard2025.03 | 97 | — | — | — | — | — | |
| β-DARTSSearch Space=DARTS, Variant=A²-enhanced2025.03 | 96.94 | — | — | — | — | — | |
| β-DARTSSearch Space=DARTS, Variant=Standard2025.03 | 96.83 | — | — | — | — | — | |
| OptimalSearch Space=NAS-Bench-2012022.04 | 94.37 | — | — | — | — | — | |
| OptimalSearch Space=NAS-Bench-2012025.03 | 94.37 | — | — | — | — | — | |
| β-DARTSSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 94.15 | — | — | — | — | — | |
| β-DARTSSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 94.15 | — | — | — | — | — | |
| PRE-NASSearch Space=NAS-Bench-2012022.04 | 94.04 | — | — | — | — | — | |
| Λ-DARTSSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 93.96 | — | — | — | — | — | |
| AmoebaNetSearch Space=NAS-Bench-2012022.04 | 93.92 | — | — | — | — | — | |
| REINFORCESearch Space=NAS-Bench-2012022.04 | 93.85 | — | — | — | — | — | |
| DARTS-Search Space=NAS-Bench-201, Variant=Standard2025.03 | 93.76 | — | — | — | — | — | |
| DARTS-Search Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 93.76 | — | — | — | — | — | |
| Random SearchSearch Space=NAS-Bench-2012022.04 | 93.7 | — | — | — | — | — | |
| BOHBSearch Space=NAS-Bench-2012022.04 | 93.61 | — | — | — | — | — | |
| GDASSearch Space=NAS-Bench-2012022.04 | 93.51 | — | — | — | — | — | |
| Λ-DARTSSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 92.69 | — | — | — | — | — | |
| DARTS (1st)Search Space=NAS-Bench-201, Variant=A²-enhanced, Data Augmentation=None on validation set2025.03 | 92.39 | — | — | — | — | — | |
| DARTS-PTSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 92.31 | — | — | — | — | — | |
| PC-DARTSSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 91.95 | — | — | — | — | — | |
| DARTS-PTSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 88.4 | — | — | — | — | — | |
| RSPSSearch Space=NAS-Bench-2012022.04 | 87.16 | — | — | — | — | — | |
| SETNSearch Space=NAS-Bench-2012022.04 | 86.19 | — | — | — | — | — | |
| SDARTS-RSSearch Space=NAS-Bench-201, Variant=A²-enhanced2025.03 | 84.33 | — | — | — | — | — | |
| SDARTS-RSSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 80.57 | — | — | — | — | — | |
| DARTS (1st)Search Space=NAS-Bench-201, Variant=Standard, Data Augmentation=None on validation set2025.03 | 72.85 | — | — | — | — | — | |
| PC-DARTSSearch Space=NAS-Bench-201, Variant=Standard2025.03 | 70.92 | — | — | — | — | — | |
| DARTS-V1Search Space=NAS-Bench-2012022.04 | 54.3 | — | — | — | — | — | |
| DARTS-V2Search Space=NAS-Bench-2012022.04 | 54.3 | — | — | — | — | — | |
| ENASSearch Space=NAS-Bench-2012022.04 | 54.3 | — | — | — | — | — | |
| AlphaXNAS Method=vanilla2024.06 | — | — | — | 2.83 | 24,000 | 16,196.72 | |
| AmoebaNet-B-smallNAS Method=vanilla2024.06 | — | — | — | 2.8 | 75,600 | 43,972.18 | |
| ASHASource=[30], Search Method=Successive halving2019.10 | — | 3.03 | 9 | — | — | — | |
| ASHASource=Ours (re-trained), Search Method=Successive halving2019.10 | — | 3.08 | 9 | — | — | — | |
| BANANASSource=Ours, Search Method=BO + neural predictor2019.10 | — | 2.64 | 11.8 | — | — | — | |
| BayeNASNAS Method=one-shot2024.06 | — | — | — | 3.4 | 31.2 | 21.7 | |
| CE-Net-P1NAS Method=synthesized2024.06 | — | — | — | 1.68 | 228.6 | 38.53 | |
| CE-Net-P2NAS Method=synthesized2024.06 | — | — | — | 3.3 | 228.6 | 38.53 | |
| CNASNAS Method=one-shot2024.06 | — | — | — | 3.7 | 33.6 | 23.19 | |
| DARTSSource=[35], Search Method=Gradient-based2019.10 | — | 2.76 | 5 | — | — | — | |
| DARTSSource=Ours (re-trained), Search Method=Gradient-based2019.10 | — | 2.68 | 5 | — | — | — | |
| DARTSNAS Method=one-shot2024.06 | — | — | — | 3.3 | 50.4 | 34.04 | |
| Fair-DARTSNAS Method=one-shot2024.06 | — | — | — | 3.32 | 98.4 | 65.87 | |
| Fullsubset_size=100%2024.09 | — | 2.78 | — | — | — | — | |
| LEMONADENAS Method=vanilla2024.06 | — | 2.58 | — | 13.1 | 2,160 | 1,514.07 | |
| Local searchSource=[66], Search Method=Local search2019.10 | — | 3.49 | 11.8 | — | — | — | |
| MergeNASNAS Method=one-shot2024.06 | — | — | — | 2.9 | 40.8 | 27.01 | |
| NAONAS Method=vanilla2024.06 | — | — | — | 3.2 | 5,400 | 3,836.62 | |
| NASNet-ANAS Method=vanilla2024.06 | — | 2.65 | — | 3.3 | 48,000 | 30,534.78 | |
| One-shot REANAS Method=one-shot2024.06 | — | — | — | 3.5 | 44.4 | 29.33 | |
| P-DARTSNAS Method=one-shot2024.06 | — | 2.5 | — | 3.4 | 33.6 | 23.19 | |
| PC-DARTSNAS Method=one-shot2024.06 | — | — | — | 3.6 | 33.6 | 23.19 | |
| PNASNAS Method=vanilla2024.06 | — | — | — | 3.2 | 5,400 | 3,836.62 | |
| Proxysubset_size=10%2024.09 | — | 2.92 | — | — | — | — | |
| Proxysubset_size=20%2024.09 | — | 2.87 | — | — | — | — | |
| Proxysubset_size=40%2024.09 | — | 2.88 | — | — | — | — | |
| Randomsubset_size=10%2024.09 | — | 3.02 | — | — | — | — | |
| Randomsubset_size=20%2024.09 | — | 2.88 | — | — | — | — | |
| Randomsubset_size=40%2024.09 | — | 2.96 | — | — | — | — | |
| Random searchSource=[35], Search Method=Random2019.10 | — | 3.29 | 4 | — | — | — | |
| Random search WSSource=[30], Search Method=Random2019.10 | — | 2.85 | 9.7 | — | — | — | |
| SUBSELNETsubset_size=10%2024.09 | — | 2.82 | — | — | — | — | |
| SUBSELNETsubset_size=20%2024.09 | — | 2.76 | — | — | — | — | |
| SUBSELNETsubset_size=40%2024.09 | — | 2.68 | — | — | — | — |