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ResearchFormerly WizWand

Accuracy prediction on NAS-Bench-101 1.0

0.877Kendall's TauNN-Former
0.308120.455810.60350.75119Jul 1, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NN-FormerBackbone=Hybrid, Publication=-, Training Samples=1% (4236)2025.070.877
NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=1% (4236)2025.070.871
NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=1% (4236)2025.070.861
PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=1% (4236)2025.070.846
GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=1% (4236)2025.070.822
TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=1% (4236)2025.070.82
ReNASBackbone=CNN, Publication=CVPR 2021, Training Samples=1% (4236)2025.070.816
NN-FormerBackbone=Hybrid, Publication=-, Training Samples=0.1% (424)2025.070.809
GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=1% (4236)2025.070.797
NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=1% (4236)2025.070.775
GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=1% (4236)2025.070.775
NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=0.1% (424)2025.070.773
PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=0.1% (424)2025.070.772
NPBackbone=GNN, Publication=ECCV 2020, Training Samples=1% (4236)2025.070.769
NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=0.1% (424)2025.070.765
NN-FormerBackbone=Hybrid, Publication=-, Training Samples=0.04% (172)2025.070.765
GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=0.1% (424)2025.070.732
PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=0.04% (172)2025.070.715
NN-FormerBackbone=Hybrid, Publication=-, Training Samples=0.02% (100)2025.070.709
TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.1% (424)2025.070.705
NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=0.04% (172)2025.070.704
GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=1% (4236)2025.070.7
GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=0.04% (172)2025.070.697
GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=0.1% (424)2025.070.691
NPBackbone=GNN, Publication=ECCV 2020, Training Samples=0.1% (424)2025.070.679
PINATBackbone=Transformer, Publication=AAAI 2024, Training Samples=0.02% (100)2025.070.679
TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.04% (172)2025.070.669
NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=0.1% (424)2025.070.666
GMAE-NASBackbone=GNN, Publication=IJCAI 2022, Training Samples=0.02% (100)2025.070.666
NAR-Former V2Backbone=Hybrid, Publication=NeurIPS 2023, Training Samples=0.02% (100)2025.070.663
GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=0.04% (172)2025.070.659
ReNASBackbone=CNN, Publication=CVPR 2021, Training Samples=0.1% (424)2025.070.657
NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=0.04% (172)2025.070.653
NAR-FormerBackbone=Transformer, Publication=CVPR 2023, Training Samples=0.02% (100)2025.070.632
GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.1% (424)2025.070.611
GATESBackbone=GNN, Publication=ECCV 2020, Training Samples=0.02% (100)2025.070.605
GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=0.1% (424)2025.070.602
TNASPBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.02% (100)2025.070.6
GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.04% (172)2025.070.58
NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=0.04% (172)2025.070.566
GraphormerBackbone=Transformer, Publication=NeurIPS 2021, Training Samples=0.02% (100)2025.070.564
NPBackbone=GNN, Publication=ECCV 2020, Training Samples=0.04% (172)2025.070.545
NAOBackbone=LSTM, Publication=NeurIPS 2018, Training Samples=0.02% (100)2025.070.501
GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=0.04% (172)2025.070.472
NPBackbone=GNN, Publication=ECCV 2020, Training Samples=0.02% (100)2025.070.391
GraphTransBackbone=Hybrid, Publication=NeurIPS 2021, Training Samples=0.02% (100)2025.070.33