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Models/DiNAS

DiNAS

Reported on 20 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Methodology20 results

Neural Architecture SearchonNAS-Bench-301
Accuracy (Val)· 2024-03-09
94.92
SOTA
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-301
Accuracy (Val)· 2024-03-09
94.92
SOTA
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, ImageNet-16-120
Accuracy (Test)· 2024-03-09
45.41
best: 46.98 (CR-LSO)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, ImageNet-16-120
Accuracy (Val)· 2024-03-09
46.66
best: 46.73 (AG-Net)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, ImageNet-16-120
Search time (s)· 2024-03-09
15.36
best: 151200 (Local search)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, CIFAR-10
Accuracy (Test)· 2024-03-09
94.37
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, CIFAR-10
Accuracy (Val)· 2024-03-09
91.61
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, CIFAR-10
Search time (s)· 2024-03-09
15.36
best: 31010 (SETN)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, CIFAR-100
Accuracy (Test)· 2024-03-09
73.51
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, CIFAR-100
Accuracy (Val)· 2024-03-09
73.49
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
Neural Architecture SearchonNAS-Bench-201, CIFAR-100
Search time (s)· 2024-03-09
15.36
best: 31010 (SETN)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, ImageNet-16-120
Accuracy (Test)· 2024-03-09
45.41
best: 46.98 (CR-LSO)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, ImageNet-16-120
Accuracy (Val)· 2024-03-09
46.66
best: 46.73 (AG-Net)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, ImageNet-16-120
Search time (s)· 2024-03-09
15.36
best: 151200 (Local search)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, CIFAR-10
Accuracy (Test)· 2024-03-09
94.37
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, CIFAR-10
Accuracy (Val)· 2024-03-09
91.61
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, CIFAR-10
Search time (s)· 2024-03-09
15.36
best: 31010 (SETN)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, CIFAR-100
Accuracy (Test)· 2024-03-09
73.51
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, CIFAR-100
Accuracy (Val)· 2024-03-09
73.49
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020
AutoMLonNAS-Bench-201, CIFAR-100
Search time (s)· 2024-03-09
15.36
best: 31010 (SETN)
Multi-conditioned Graph Diffusion for Neural Architecture Search arXiv:2403.06020