Image Classification on ImageNet 16-120 NAS-Bench-201 (val)
52.73AccuracyFairNAD
Evaluation Results
| Method | Links | |
|---|---|---|
| FairNADSearch (archs)=500, Search space=open-ended NAS, LLM-based=true2026.05 | 52.73 | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 52.3 | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=1002026.04 | 50.4 | |
| NADERSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 50.2 | |
| optimal2020.06 | 46.77 | |
| optimalSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 46.77 | |
| optimalSearch Space=NAS-Bench-2012022.08 | 46.77 | |
| optimalSearch Space=NAS-Bench-2012022.11 | 46.77 | |
| NAS-Bench-201 OptimalSearch (archs)=-2026.04 | 46.77 | |
| Optimal2024.02 | 46.73 | |
| CoLLM-NASSearch space=hand crafted, LLM-based=true, Search (archs)=1002026.04 | 46.62 | |
| RF-DARTSSearch Space=NAS-Bench-2012022.08 | 46.4 | |
| DARTS- (best)Cost (hours)=3.2, Evaluation=Best searched model2020.09 | 46.37 | |
| DrNAS2020.06 | 46.37 | |
| ParZCsearch seconds=68.952024.02 | 46.37 | |
| β-DARTS2026.02 | 46.37 | |
| MIDASSearch Dataset=CIFAR-10, Selection=Best Found2026.02 | 46.37 | |
| DRNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 46.37 | |
| β-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 46.37 | |
| Λ-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 46.37 | |
| arch2vec-BOSearch Space=NAS-Bench-201, Search Strategy=BO2020.06 | 46.34 | |
| arch2vec-RLSearch Space=NAS-Bench-201, Search Strategy=REINFORCE2020.06 | 46.22 | |
| beta-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-201, Reproduced=true2022.11 | 46.22 | |
| MIM-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 46.17 | |
| ReNASsearch seconds=86.312024.02 | 45.85 | |
| RESearch Space=NAS-Bench-2012020.06 | 45.78 | |
| AREASearch (s)=120002020.06 | 45.7 | |
| REINFORCESearch Space=NAS-Bench-2012020.06 | 45.58 | |
| AGNAS2026.02 | 45.5 | |
| RSSearch Space=NAS-Bench-2012020.06 | 45.47 | |
| BOHBSearch Space=NAS-Bench-2012020.06 | 45.44 | |
| OptimalSearch (s)=N/A, Sample size N=1002020.06 | 45.37 | |
| GENIUSSearch space=hand crafted, LLM-based=true, Search (archs)=102026.04 | 45.29 | |
| REASearch (s)=120002020.06 | 45.15 | |
| REAsearch seconds=0.022024.02 | 45.15 | |
| REASearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 45.15 | |
| CyDASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 45.09 | |
| AutoMCUSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 45.07 | |
| REINFORCESearch (s)=120002020.06 | 45.05 | |
| REINFORCEsearch seconds=0.122024.02 | 45.05 | |
| REINFORCESearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 45.05 | |
| MIDASSearch Dataset=CIFAR-102026.02 | 44.97 | |
| DARTS-Cost (hours)=3.2, Evaluation=Average of 4 runs2020.09 | 44.87 | |
| DARTS-Search Space=NAS-Bench-2012022.08 | 44.87 | |
| DARTS-Search Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 44.87 | |
| DARTS-2026.02 | 44.87 | |
| GENIUSSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 44.63 | |
| ResNet2020.06 | 44.53 | |
| ResNetSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 44.53 | |
| ResNet2024.02 | 44.53 | |
| ResNetSearch (archs)=-2026.04 | 44.53 | |
| RSSearch (s)=120002020.06 | 44.45 | |
| Random Samplesearch seconds=0.012024.02 | 44.45 | |
| RSSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 44.45 | |
| BOHBSearch (s)=120002020.06 | 44.26 | |
| BOHBsearch seconds=3.592024.02 | 44.26 | |
| BOHBSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 44.26 | |
| MIDASSearch Dataset=CIFAR-1002026.02 | 44.08 | |
| NASWOTSearch (s)=306.19, Sample size N=10002020.06 | 43.95 | |
| OptimalSearch (s)=N/A, Sample size N=102020.06 | 43.11 | |
| Reinforce2020.06 | 43.04 | |
| Randomtype=baseline2020.06 | 42.92 | |
| SNAS2020.06 | 42.84 | |
| SNAS2020.05 | 42.84 | |
| SNASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 42.84 | |
| SNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 42.84 | |
| NASWOTSearch (s)=30.01, Sample size N=1002020.06 | 42.81 | |
| NoisyDARTSCost (hrs)=3.22020.05 | 42.47 | |
| GDASSearch (s)=289262020.06 | 41.7 | |
| GDASsearch seconds=28925.912024.02 | 41.7 | |
| GDASCost (hours)=8.72020.09 | 41.59 | |
| GDASCost (hrs)=8.72020.05 | 41.59 | |
| GDASSearch Space=NAS-Bench-2012022.08 | 41.59 | |
| GDASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 41.59 | |
| GDAS2026.02 | 41.59 | |
| GDASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 41.59 | |
| NASWOTSearch (s)=3.05, Sample size N=102020.06 | 41.09 | |
| PC-DARTS2020.06 | 40.83 | |
| PCDARTS2020.05 | 40.83 | |
| PC-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 40.83 | |
| PC-DARTS2026.02 | 40.83 | |
| PC-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 40.83 | |
| GDAS2020.06 | 40.66 | |
| DSNAS2020.06 | 40.61 | |
| DSNAS2020.05 | 40.61 | |
| DSNASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 40.61 | |
| DSNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 40.61 | |
| iDARTSSearch Space=NAS-Bench-2012022.08 | 40.38 | |
| iDARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 40.38 | |
| iDARTS2026.02 | 40.38 | |
| iDARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 40.38 | |
| RandomSearch (s)=N/A2020.06 | 33.34 | |
| SETNCost (hours)=9.52020.09 | 33.06 | |
| SETNCost (hrs)=9.52020.05 | 33.06 | |
| SETNSearch Space=NAS-Bench-2012022.08 | 33.06 | |
| SETNSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 33.06 | |
| SETNSearch (s)=310102020.06 | 32.54 | |
| SETNsearch seconds=31009.812024.02 | 32.54 | |
| RSPSSearch (s)=75872020.06 | 31.56 | |
| RSPSsearch seconds=7587.122024.02 | 31.56 |