Architecture Generation on NAS-Bench-201
100ValidityDGMG*
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DGMG*2025.03 | 100 | 99.97 | 5.35 | 5.35 | 12.62 | 12.62 | |
| SVGe*2025.03 | 100 | 99.99 | 8.28 | 8.28 | 10.24 | 10.24 | |
| MetaD2A‡2025.03 | 100 | — | 35.19 | 35.19 | 67.31 | 67.31 | |
| DiffusionNAG2025.03 | 100 | — | 73.7 | 73.7 | 9.88 | 9.88 | |
| AG-Net†2025.03 | 99.97 | — | 73.61 | 73.59 | 10.03 | 10.03 | |
| Arch-VQinference temperature (t)=2.42025.03 | 97.52 | 99.79 | 95.66 | 93.3 | 69.32 | 67.65 | |
| Arch-VQinference temperature (t)=2.92025.03 | 89.66 | 99.79 | 99.15 | 88.91 | 91.02 | 81.64 | |
| Arch2Vec2025.03 | 74.31 | 99.99 | 93.95 | 69.63 | 59.43 | 43.46 |