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Models/GAE

GAE

Reported on 10 benchmarks across 3 tasks · 2 papers · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology8 results

Neural Architecture SearchonNAS-Bench-201, CIFAR-10
Accuracy (Test)· 2022-07-22
93.99
best: 94.37 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
Neural Architecture SearchonNAS-Bench-201, CIFAR-10
Accuracy (Val)· 2022-07-22
91.26
best: 91.61 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
Neural Architecture SearchonNAS-Bench-201, CIFAR-100
Accuracy (Test)· 2022-07-22
72.36
best: 73.51 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
Neural Architecture SearchonNAS-Bench-201, CIFAR-100
Accuracy (Val)· 2022-07-22
72.62
best: 73.49 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
AutoMLonNAS-Bench-201, CIFAR-10
Accuracy (Test)· 2022-07-22
93.99
best: 94.37 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
AutoMLonNAS-Bench-201, CIFAR-10
Accuracy (Val)· 2022-07-22
91.26
best: 91.61 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
AutoMLonNAS-Bench-201, CIFAR-100
Accuracy (Test)· 2022-07-22
72.36
best: 73.51 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475
AutoMLonNAS-Bench-201, CIFAR-100
Accuracy (Val)· 2022-07-22
72.62
best: 73.49 (DiNAS)
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation arXiv:2208.06475

Graphs2 results

Graph ClusteringonCora
ACC· 2016-11-21
59.6
best: 76.7 (R-GMM-VGAE)
SOTA
Variational Graph Auto-Encoders arXiv:1611.07308
Graph ClusteringonCiteseer
ACC· 2016-11-21
40.8
best: 70.5 (R-DGAE)
SOTA
Variational Graph Auto-Encoders arXiv:1611.07308