Image Classification on CIFAR-100 NAS-Bench-201 (test)
78.17AccuracyFairNAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FairNADSearch (archs)=500, Search space=open-ended NAS, LLM-based=true2026.05 | 78.17 | — | — | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 77.83 | — | — | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=1002026.04 | 76.52 | — | — | |
| NADERSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 76 | — | — | |
| DARTS- (best)Cost (hours)=3.2, Evaluation=Best searched model2020.09 | 73.51 | — | — | |
| DrNAS2020.06 | 73.51 | — | — | |
| optimal2020.06 | 73.51 | — | — | |
| Optimal2021.02 | 73.51 | — | — | |
| optimum2022.04 | 73.51 | — | — | |
| optimalSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 73.51 | — | — | |
| optimalSearch Space=NAS-Bench-2012022.08 | 73.51 | — | — | |
| optimalSearch Space=NAS-Bench-2012022.11 | 73.51 | — | — | |
| optimal2022.11 | 73.51 | — | — | |
| ParZCsearch seconds=68.952024.02 | 73.51 | — | — | |
| Optimal2024.02 | 73.51 | — | — | |
| OptimalApplicable Space=-2024.02 | 73.51 | — | — | |
| β-DARTS2026.02 | 73.51 | — | — | |
| MIDASSearch Dataset=CIFAR-10, Selection=Best Found2026.02 | 73.51 | — | — | |
| NAS-Bench-201 OptimalSearch (archs)=-2026.04 | 73.51 | — | — | |
| DRNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 73.51 | — | — | |
| β-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 73.51 | — | — | |
| Λ-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 73.51 | — | — | |
| ParZCCost (GPU Sec.)=68, Method=hybrid, Applicable Space=C & D2024.02 | 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 | 73.37 | — | — | |
| MIM-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 73.16 | — | — | |
| arch2vec-RLSearch Space=NAS-Bench-201, Search Strategy=REINFORCE2020.06 | 73.15 | — | — | |
| beta-DARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-201, Reproduced=true2022.11 | 73.1 | — | — | |
| TNAS (best)Search Cost (hours)=3.6, Search Method=tree2022.04 | 73.09 | — | — | |
| RF-DARTSSearch Space=NAS-Bench-2012022.08 | 72.94 | — | — | |
| MIDASSearch Dataset=CIFAR-102026.02 | 72.91 | — | — | |
| RESearch Space=NAS-Bench-2012020.06 | 72.86 | — | — | |
| AGNAS2026.02 | 72.41 | — | — | |
| BOHBSearch Space=NAS-Bench-2012020.06 | 72.37 | — | — | |
| DrNASCost (GPU Sec.)=14887, Method=gradient, Applicable Space=C2024.02 | 72.31 | — | — | |
| AutoMCUSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 72.24 | — | — | |
| REINFORCESearch Space=NAS-Bench-2012020.06 | 72.13 | — | — | |
| REAType=Search2021.11 | 72.12 | — | 1 | |
| ReNASsearch seconds=86.312024.02 | 72.12 | — | — | |
| RSSearch Space=NAS-Bench-2012020.06 | 72.05 | — | — | |
| CyDASSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 71.92 | — | — | |
| REASearch (s)=120002020.06 | 71.84 | — | — | |
| REASearch Time (s)=12000, Search Approach=Non-weight sharing2021.02 | 71.84 | — | — | |
| REAsearch seconds=0.022024.02 | 71.84 | — | — | |
| REACost (GPU Sec.)=12000, Method=evolution, Applicable Space=C & D2024.02 | 71.84 | — | — | |
| REASearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 71.84 | — | — | |
| REINFORCESearch (s)=120002020.06 | 71.71 | — | — | |
| REINFORCEsearch seconds=0.122024.02 | 71.71 | — | — | |
| REINFORCECost (GPU Sec.)=12000, Method=RL, Applicable Space=C & D2024.02 | 71.71 | — | — | |
| REINFORCESearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 71.71 | — | — | |
| LLMaticSearch space=open-ended NAS, LLM-based=true, Search (archs)=20002026.04 | 71.62 | — | — | |
| LLMaticSearch (archs)=2000, Search space=open-ended NAS, LLM-based=true2026.05 | 71.62 | — | — | |
| OptimalSearch (s)=N/A, Sample size N=1002020.06 | 71.56 | — | — | |
| NoisyDARTSCost (hrs)=3.22020.05 | 71.55 | — | — | |
| DARTS-Cost (hours)=3.2, Evaluation=Average of 4 runs2020.09 | 71.53 | — | — | |
| DARTS-Search Space=NAS-Bench-2012022.08 | 71.53 | — | — | |
| DARTS-Search Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 71.53 | — | — | |
| DARTS-2026.02 | 71.53 | — | — | |
| NASBOT2024.02 | 71.38 | — | — | |
| GENIUSSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 71.3 | — | — | |
| RSType=Search2021.11 | 71.28 | — | 1 | |
| TE-NASSearch Cost (GPU sec.)=1558, Search Method=training-free2021.02 | 71.24 | — | — | |
| TE-NASType=Training-free2021.11 | 71.24 | — | 100 | |
| TE-NASSearch Method=training-free, Search Cost (GPU Sec.)=15582021.09 | 71.24 | — | — | |
| TE-NASType=Train-free2022.09 | 71.24 | — | — | |
| TE-NASCost (GPU Sec.)=1558, Method=training-free, Applicable Space=C2024.02 | 71.24 | — | — | |
| NASI (4T)Search Method=training-free, Search Cost (GPU Sec.)=1202021.09 | 71.2 | — | — | |
| NASICost (GPU Sec.)=120, Method=training-free, Applicable Space=C2024.02 | 71.2 | — | — | |
| ENASCost (GPU Sec.)=15120, Method=RL, Applicable Space=C2024.02 | 71.11 | — | — | |
| KNASType=MGM, k=402021.11 | 71.05 | — | 25 | |
| RSSearch (s)=120002020.06 | 71.04 | — | — | |
| Random Samplesearch seconds=0.012024.02 | 71.04 | — | — | |
| RS (w/o sharing)Cost (GPU Sec.)=12000, Method=random, Applicable Space=C & D2024.02 | 71.04 | — | — | |
| RSSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 71.04 | — | — | |
| GENIUSSearch space=hand crafted, LLM-based=true, Search (archs)=102026.04 | 70.91 | — | — | |
| ResNet2020.06 | 70.86 | — | — | |
| ResNet2021.02 | 70.86 | — | — | |
| ResNetType=w/o Search2021.11 | 70.86 | — | — | |
| ResNet2022.04 | 70.86 | — | — | |
| ResNetSearch Method=N/A, Search Cost (GPU Sec.)=N/A2021.09 | 70.86 | — | — | |
| ResNetSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 70.86 | — | — | |
| ResNetType=Manual2022.11 | 70.86 | — | — | |
| ResNetType=w/o Search2022.09 | 70.86 | — | — | |
| ResNet2024.02 | 70.86 | — | — | |
| ResNetCost (GPU Sec.)=manual, Method=manual, Applicable Space=-2024.02 | 70.86 | — | — | |
| ResNetSearch (archs)=-2026.04 | 70.86 | — | — | |
| BOHBSearch (s)=120002020.06 | 70.85 | — | — | |
| BOHBsearch seconds=3.592024.02 | 70.85 | — | — | |
| BOHBCost (GPU Sec.)=12000, Method=BO+bandit, Applicable Space=C & D2024.02 | 70.85 | — | — | |
| BOHBSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 70.85 | — | — | |
| BOHBType=Search2021.11 | 70.84 | — | 1 | |
| iDARTSSearch Space=NAS-Bench-2012022.08 | 70.83 | — | — | |
| iDARTSSearch Dataset=CIFAR-10, Search Space=NAS-Bench-2012022.11 | 70.83 | — | — | |
| iDARTS2026.02 | 70.83 | — | — | |
| iDARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 70.83 | — | — | |
| KNASType=MGM, k=202021.11 | 70.78 | — | 50 | |
| KNASType=Train-free, k=202022.09 | 70.78 | — | — | |
| RLType=Search2021.11 | 70.71 | — | 1 | |
| NAS-RLType=Search2022.09 | 70.71 | — | — | |
| GDASCost (hours)=8.72020.09 | 70.7 | — | — |