Image Classification on CIFAR-10 NAS-Bench-201 (test)
95.46AccuracyFairNAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FairNADSearch (archs)=500, Search space=open-ended NAS, LLM-based=true2026.05 | 95.46 | — | — | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 95.31 | — | — | |
| LLMasToolSearch space=open-ended NAS, LLM-based=true, Search (archs)=1002026.04 | 95.08 | — | — | |
| FairNADSearch (archs)=100, Search space=open-ended NAS, LLM-based=true2026.05 | 94.93 | — | — | |
| NADERSearch space=open-ended NAS, LLM-based=true, Search (archs)=5002026.04 | 94.62 | — | — | |
| NADERSearch (archs)=500, Search space=open-ended NAS, LLM-based=true2026.05 | 94.62 | — | — | |
| optimal2020.06 | 94.37 | — | — | |
| Optimal2021.02 | 94.37 | — | — | |
| optimum2022.04 | 94.37 | — | — | |
| TNAS (best)Search Cost (hours)=3.6, Search Method=tree2022.04 | 94.37 | — | — | |
| optimalSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 94.37 | — | — | |
| optimalSearch Space=NAS-Bench-2012022.08 | 94.37 | — | — | |
| optimal2022.11 | 94.37 | — | — | |
| optimal2022.11 | 94.37 | — | — | |
| Optimal2024.02 | 94.37 | — | — | |
| OptimalApplicable Space=-2024.02 | 94.37 | — | — | |
| NAS-Bench-201 OptimalSearch (archs)=-2026.04 | 94.37 | — | — | |
| CoLLM-NASSearch space=hand crafted, LLM-based=true, Search (archs)=1002026.04 | 94.37 | — | — | |
| NAS-Bench-201 OptimalSearch (archs)=-, Search space=hand-crafted search space, LLM-based=false2026.05 | 94.37 | — | — | |
| CoLLM-NASSearch (archs)=100, Search space=hand-crafted search space, LLM-based=true2026.05 | 94.37 | — | — | |
| DARTS- (best)Cost (hours)=3.2, Evaluation=Best searched model2020.09 | 94.36 | — | — | |
| DrNAS2020.06 | 94.36 | — | — | |
| ParZCsearch seconds=68.952024.02 | 94.36 | — | — | |
| ParZCCost (GPU Sec.)=68, Method=hybrid, Applicable Space=C & D2024.02 | 94.36 | — | — | |
| β-DARTS2026.02 | 94.36 | — | — | |
| MIDASSearch Dataset=CIFAR-10, Selection=Best Found2026.02 | 94.36 | — | — | |
| DRNASSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 94.36 | — | — | |
| β-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 94.36 | — | — | |
| Λ-DARTSSearch space=hand crafted, Parameter sharing=true, LLM-based=false, Search (archs)=-2026.04 | 94.36 | — | — | |
| DRNASSearch (archs)=-, Search space=hand-crafted search space, Parameter sharing=true, LLM-based=false2026.05 | 94.36 | — | — | |
| β-DARTSSearch (archs)=-, Search space=hand-crafted search space, Parameter sharing=true, LLM-based=false2026.05 | 94.36 | — | — | |
| Λ-DARTSSearch (archs)=-, Search space=hand-crafted search space, Parameter sharing=true, LLM-based=false2026.05 | 94.36 | — | — | |
| RF-DARTSSearch Space=NAS-Bench-2012022.08 | 94.27 | — | — | |
| LLMaticSearch space=open-ended NAS, LLM-based=true, Search (archs)=20002026.04 | 94.26 | — | — | |
| LLMaticSearch (archs)=2000, Search space=open-ended NAS, LLM-based=true2026.05 | 94.26 | — | — | |
| MIDASSearch Dataset=CIFAR-102026.02 | 94.21 | — | — | |
| arch2vec-BOSearch Space=NAS-Bench-201, Search Strategy=BO2020.06 | 94.18 | — | — | |
| arch2vec-RLSearch Space=NAS-Bench-201, Search Strategy=REINFORCE2020.06 | 94.12 | — | — | |
| AGNAS2026.02 | 94.05 | — | — | |
| ReNASsearch seconds=86.312024.02 | 93.99 | — | — | |
| DrNASCost (GPU Sec.)=14887, Method=gradient, Applicable Space=C2024.02 | 93.98 | — | — | |
| ResNet2020.06 | 93.97 | — | — | |
| ResNet2021.02 | 93.97 | — | — | |
| ResNetType=w/o Search2021.11 | 93.97 | — | — | |
| ResNet2022.04 | 93.97 | — | — | |
| ResNetSearch Method=N/A, Search Cost (GPU Sec.)=N/A2021.09 | 93.97 | — | — | |
| ResNetSearch Dataset Protocol=Direct search on evaluation dataset2022.06 | 93.97 | — | — | |
| ResNetType=Manual2022.11 | 93.97 | — | — | |
| ResNetType=w/o Search2022.09 | 93.97 | — | — | |
| ResNet2024.02 | 93.97 | — | — | |
| ResNetCost (GPU Sec.)=manual, Method=manual, Applicable Space=-2024.02 | 93.97 | — | — | |
| ResNetSearch (archs)=-2026.04 | 93.97 | — | — | |
| ResNetSearch (archs)=-, Search space=hand-crafted search space, LLM-based=false2026.05 | 93.97 | — | — | |
| REASearch (s)=12000, Search Strategy=Non-weight sharing2020.06 | 93.92 | — | — | |
| REASearch Time (s)=12000, Search Approach=Non-weight sharing2021.02 | 93.92 | — | — | |
| REAsearch seconds=0.022024.02 | 93.92 | — | — | |
| REACost (GPU Sec.)=12000, Method=evolution, Applicable Space=C & D2024.02 | 93.92 | — | — | |
| REASearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 93.92 | — | — | |
| REASearch (archs)=500, Search space=hand-crafted search space, Parameter sharing=false, LLM-based=false2026.05 | 93.92 | — | — | |
| TE-NASSearch Cost (GPU sec.)=1558, Search Method=training-free2021.02 | 93.9 | — | — | |
| TE-NASType=Training-free2021.11 | 93.9 | — | 100 | |
| TE-NASSearch Method=training-free, Search Cost (GPU Sec.)=15582021.09 | 93.9 | — | — | |
| TE-NASType=Train-free2022.09 | 93.9 | — | — | |
| TE-NASCost (GPU Sec.)=1558, Method=training-free, Applicable Space=C2024.02 | 93.9 | — | — | |
| Reinforce2020.06 | 93.85 | — | — | |
| REINFORCESearch (s)=12000, Search Strategy=Non-weight sharing2020.06 | 93.85 | — | — | |
| NASNetType=Vanilla2022.11 | 93.85 | — | — | |
| REINFORCEsearch seconds=0.122024.02 | 93.85 | — | — | |
| REINFORCECost (GPU Sec.)=12000, Method=RL, Applicable Space=C & D2024.02 | 93.85 | — | — | |
| REINFORCESearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 93.85 | — | — | |
| REINFORCESearch (archs)=500, Search space=hand-crafted search space, Parameter sharing=false, LLM-based=false2026.05 | 93.85 | — | — | |
| RESearch Space=NAS-Bench-2012020.06 | 93.84 | — | — | |
| OptimalSearch (s)=N/A, Sample size N=100, Search Strategy=Training-free2020.06 | 93.84 | — | — | |
| REINFORCESearch Space=NAS-Bench-2012020.06 | 93.82 | — | — | |
| DARTS-Cost (hours)=3.2, Evaluation=Average of 4 runs2020.09 | 93.8 | — | — | |
| DARTS-Search Space=NAS-Bench-2012022.08 | 93.8 | — | — | |
| DARTS-2026.02 | 93.8 | — | — | |
| GENIUSSearch space=hand crafted, LLM-based=true, Search (archs)=102026.04 | 93.79 | — | — | |
| GENIUSSearch (archs)=10, Search space=hand-crafted search space, LLM-based=true2026.05 | 93.79 | — | — | |
| ENASCost (GPU Sec.)=15120, Method=RL, Applicable Space=C2024.02 | 93.76 | — | — | |
| RSSearch Space=NAS-Bench-2012020.06 | 93.75 | — | — | |
| AutoMCUSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 93.74 | — | — | |
| GENIUSSearch (Archs)=10, LLM=DeepSeek-V3.2, Temperature=02026.05 | 93.73 | — | — | |
| REAType=Search2021.11 | 93.72 | — | 1 | |
| Randomtype=baseline2020.06 | 93.7 | — | — | |
| RSSearch (s)=12000, Search Strategy=Non-weight sharing2020.06 | 93.7 | — | — | |
| Random Samplesearch seconds=0.012024.02 | 93.7 | — | — | |
| RS (w/o sharing)Cost (GPU Sec.)=12000, Method=random, Applicable Space=C & D2024.02 | 93.7 | — | — | |
| RSSearch space=hand crafted, Parameter sharing=false, LLM-based=false, Search (archs)=5002026.04 | 93.7 | — | — | |
| RSSearch (archs)=500, Search space=hand-crafted search space, Parameter sharing=false, LLM-based=false2026.05 | 93.7 | — | — | |
| NASBOT2024.02 | 93.64 | — | — | |
| RSType=Search2021.11 | 93.63 | — | 1 | |
| EZNASMethod=hybrid, Applicable Space=D2024.02 | 93.63 | — | — | |
| FSNAS + OursBase Method=FSNAS, Search Space=NAS-Bench-2012025.03 | 93.63 | — | — | |
| BOHBSearch Space=NAS-Bench-2012020.06 | 93.61 | — | — | |
| GDASCost (hours)=8.72020.09 | 93.61 | — | — | |
| GDASSearch Cost (GPU sec.)=28925.91, Search Method=gradient2021.02 | 93.61 | — | — | |
| BOHBSearch (s)=12000, Search Strategy=Non-weight sharing2020.06 | 93.61 | — | — | |
| GDASCost (hrs)=8.72020.05 | 93.61 | — | — | |
| GDASSearch Method=gradient, Search Cost (GPU Sec.)=289262021.09 | 93.61 | — | — |