Image Classification on CIFAR-100 NAS-Bench-201 (val)
78.75AccuracyFairNAD
Evaluation Results
| Method | Links | |
|---|---|---|
| FairNADSearch (archs)=500, Search space=open-ended NAS, LLM-based=true2026.05 | 78.75 | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 77.51 | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=1002026.04 | 76.48 | |
| NADERSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 75.72 | |
| DARTS- (best)Cost (hours)=3.2, Evaluation=Best searched model2020.09 | 73.49 | |
| DrNAS2020.06 | 73.49 | |
| optimal2020.06 | 73.49 | |
| optimalSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 73.49 | |
| optimalSearch Space=NAS-Bench-2012022.08 | 73.49 | |
| optimalSearch Space=NAS-Bench-2012022.11 | 73.49 | |
| optimal2022.11 | 73.49 | |
| ParZCsearch seconds=68.952024.02 | 73.49 | |
| Optimal2024.02 | 73.49 | |
| β-DARTS2026.02 | 73.49 | |
| MIDASSearch Dataset=CIFAR-10, Selection=Best Found2026.02 | 73.49 | |
| NAS-Bench-201 OptimalSearch (archs)=-2026.04 | 73.49 | |
| DRNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 73.49 | |
| β-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 73.49 | |
| Λ-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 73.49 | |
| NAS-Bench-201 OptimalSearch (archs)=-, Search space=hand-crafted search space2026.05 | 73.49 | |
| CoLLM-NASSearch space=hand crafted, LLM-based=true, Search (archs)=1002026.04 | 73.44 | |
| arch2vec-BOSearch Space=NAS-Bench-201, Search Strategy=BO2020.06 | 73.35 | |
| MIM-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 73.21 | |
| arch2vec-RLSearch Space=NAS-Bench-201, Search Strategy=REINFORCE2020.06 | 73.13 | |
| RESearch Space=NAS-Bench-2012020.06 | 73.02 | |
| beta-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-201, Reproduced=true2022.11 | 73.02 | |
| RF-DARTSSearch Space=NAS-Bench-2012022.08 | 72.95 | |
| MIDASSearch Dataset=CIFAR-102026.02 | 72.8 | |
| BOHBSearch Space=NAS-Bench-2012020.06 | 72.59 | |
| AGNAS2026.02 | 72.4 | |
| REINFORCESearch Space=NAS-Bench-2012020.06 | 72.35 | |
| AutoMCUSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 72.32 | |
| RSSearch Space=NAS-Bench-2012020.06 | 72.17 | |
| CyDASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 72.12 | |
| ReNASsearch seconds=86.312024.02 | 71.96 | |
| AREASearch (s)=120002020.06 | 71.95 | |
| REASearch (s)=120002020.06 | 71.81 | |
| REAsearch seconds=0.022024.02 | 71.81 | |
| REASearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 71.81 | |
| REINFORCESearch (s)=120002020.06 | 71.61 | |
| REINFORCEsearch seconds=0.122024.02 | 71.61 | |
| REINFORCESearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 71.61 | |
| OptimalSearch (s)=N/A, Sample size N=1002020.06 | 71.45 | |
| GENIUSSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 71.37 | |
| DARTS-Cost (hours)=3.2, Evaluation=Average of 4 runs2020.09 | 71.36 | |
| NoisyDARTSCost (hrs)=3.22020.05 | 71.36 | |
| DARTS-Search Space=NAS-Bench-2012022.08 | 71.36 | |
| DARTS-Search Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 71.36 | |
| DARTS-2026.02 | 71.36 | |
| GDASCost (hours)=8.72020.09 | 71.34 | |
| GDASCost (hrs)=8.72020.05 | 71.34 | |
| GDASSearch Space=NAS-Bench-2012022.08 | 71.34 | |
| GDASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 71.34 | |
| GDAS2026.02 | 71.34 | |
| GDASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 71.34 | |
| GDASSearch (archs)=-, Search space=hand-crafted search space, Parameter sharing=true2026.05 | 71.34 | |
| GDASsearch seconds=28925.912024.02 | 71.15 | |
| GDASSearch (s)=289262020.06 | 71.14 | |
| GDASType=One-shot2022.11 | 71.14 | |
| GENIUSSearch space=hand crafted, LLM-based=true, Search (archs)=102026.04 | 70.96 | |
| RSSearch (s)=120002020.06 | 70.93 | |
| Random Samplesearch seconds=0.012024.02 | 70.93 | |
| RSSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 70.93 | |
| BOHBSearch (s)=120002020.06 | 70.74 | |
| BOHBsearch seconds=3.592024.02 | 70.74 | |
| BOHBSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 70.74 | |
| Randomtype=baseline2020.06 | 70.6 | |
| iDARTSSearch Space=NAS-Bench-2012022.08 | 70.57 | |
| iDARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 70.57 | |
| iDARTS2026.02 | 70.57 | |
| iDARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 70.57 | |
| ResNet2020.06 | 70.42 | |
| ResNetSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 70.42 | |
| ResNetType=Manual2022.11 | 70.42 | |
| ResNet2024.02 | 70.42 | |
| ResNetSearch (archs)=-2026.04 | 70.42 | |
| ResNetSearch (archs)=-, Search space=hand-crafted search space2026.05 | 70.42 | |
| MIDASSearch Dataset=CIFAR-1002026.02 | 70.34 | |
| Reinforce2020.06 | 70.05 | |
| NASNetType=Vanilla2022.11 | 70.05 | |
| NASWOTSearch (s)=306.19, Sample size N=10002020.06 | 69.86 | |
| SNAS2020.06 | 69.69 | |
| SNAS2020.05 | 69.69 | |
| SNASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 69.69 | |
| SNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 69.69 | |
| OptimalSearch (s)=N/A, Sample size N=102020.06 | 69.61 | |
| NAS-LID+RSPSType=Few-shot2022.11 | 69.38 | |
| NASWOTSearch (s)=30.01, Sample size N=1002020.06 | 69.35 | |
| NASWOTSearch (s)=3.05, Sample size N=102020.06 | 68.5 | |
| GM-NAS+RSPSType=Few-shot2022.11 | 68.36 | |
| PC-DARTS2020.06 | 67.12 | |
| PCDARTS2020.05 | 67.12 | |
| PC-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 67.12 | |
| PC-DARTSType=One-shot2022.11 | 67.12 | |
| PC-DARTS2026.02 | 67.12 | |
| PC-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 67.12 | |
| LeMo-NADe(GPT4)Search space=open-ended NAS, LLM-based=true, Search (archs)=302026.04 | 63.38 | |
| RandomSearch (s)=N/A2020.06 | 60.7 | |
| RSPSSearch (s)=75872020.06 | 59 | |
| RSPSType=One-shot2022.11 | 59 |