Accuracy prediction on NAS-Bench-101 1.0
0.877Kendall's TauNN-Former
Evaluation Results
| Method | Links | |
|---|---|---|
| NN-FormerBackbone=Hybrid, Publication=-, Training Samples=1% (4236)2025.07 | 0.877 | |
| NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=1% (4236)2025.07 | 0.871 | |
| NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=1% (4236)2025.07 | 0.861 | |
| PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=1% (4236)2025.07 | 0.846 | |
| GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=1% (4236)2025.07 | 0.822 | |
| TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=1% (4236)2025.07 | 0.82 | |
| ReNASBackbone=CNN, Publication=CVPR 2021, Training Samples=1% (4236)2025.07 | 0.816 | |
| NN-FormerBackbone=Hybrid, Publication=-, Training Samples=0.1% (424)2025.07 | 0.809 | |
| GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=1% (4236)2025.07 | 0.797 | |
| NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=1% (4236)2025.07 | 0.775 | |
| GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=1% (4236)2025.07 | 0.775 | |
| NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=0.1% (424)2025.07 | 0.773 | |
| PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=0.1% (424)2025.07 | 0.772 | |
| NPBackbone=GNN, Publication=ECCV 2020, Training Samples=1% (4236)2025.07 | 0.769 | |
| NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=0.1% (424)2025.07 | 0.765 | |
| NN-FormerBackbone=Hybrid, Publication=-, Training Samples=0.04% (172)2025.07 | 0.765 | |
| GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=0.1% (424)2025.07 | 0.732 | |
| PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=0.04% (172)2025.07 | 0.715 | |
| NN-FormerBackbone=Hybrid, Publication=-, Training Samples=0.02% (100)2025.07 | 0.709 | |
| TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.1% (424)2025.07 | 0.705 | |
| NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=0.04% (172)2025.07 | 0.704 | |
| GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=1% (4236)2025.07 | 0.7 | |
| GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=0.04% (172)2025.07 | 0.697 | |
| GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=0.1% (424)2025.07 | 0.691 | |
| NPBackbone=GNN, Publication=ECCV 2020, Training Samples=0.1% (424)2025.07 | 0.679 | |
| PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=0.02% (100)2025.07 | 0.679 | |
| TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.04% (172)2025.07 | 0.669 | |
| NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=0.1% (424)2025.07 | 0.666 | |
| GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=0.02% (100)2025.07 | 0.666 | |
| NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=0.02% (100)2025.07 | 0.663 | |
| GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=0.04% (172)2025.07 | 0.659 | |
| ReNASBackbone=CNN, Publication=CVPR 2021, Training Samples=0.1% (424)2025.07 | 0.657 | |
| NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=0.04% (172)2025.07 | 0.653 | |
| NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=0.02% (100)2025.07 | 0.632 | |
| GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.1% (424)2025.07 | 0.611 | |
| GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=0.02% (100)2025.07 | 0.605 | |
| GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=0.1% (424)2025.07 | 0.602 | |
| TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.02% (100)2025.07 | 0.6 | |
| GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.04% (172)2025.07 | 0.58 | |
| NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=0.04% (172)2025.07 | 0.566 | |
| GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.02% (100)2025.07 | 0.564 | |
| NPBackbone=GNN, Publication=ECCV 2020, Training Samples=0.04% (172)2025.07 | 0.545 | |
| NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=0.02% (100)2025.07 | 0.501 | |
| GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=0.04% (172)2025.07 | 0.472 | |
| NPBackbone=GNN, Publication=ECCV 2020, Training Samples=0.02% (100)2025.07 | 0.391 | |
| GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=0.02% (100)2025.07 | 0.33 |