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Models/arch2vec

arch2vec

Reported on 20 benchmarks across 2 tasks · 1 paper · 8 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-201, CIFAR-10
    Accuracy (Test)· 2020-06-12
    94.18
    best: 94.37 (DiNAS)
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonNAS-Bench-201, CIFAR-10
    Accuracy (Val)· 2020-06-12
    91.41
    best: 91.61 (DiNAS)
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonCIFAR-10 Image Classification
    Search Time (GPU days)· 2020-06-12
    10.5
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonNAS-Bench-201, CIFAR-100
    Accuracy (Val)· 2020-06-12
    73.35
    best: 73.49 (DiNAS)
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonNAS-Bench-201, CIFAR-10
    Accuracy (Test)· 2020-06-12
    94.18
    best: 94.37 (DiNAS)
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonNAS-Bench-201, CIFAR-10
    Accuracy (Val)· 2020-06-12
    91.41
    best: 91.61 (DiNAS)
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonCIFAR-10 Image Classification
    Search Time (GPU days)· 2020-06-12
    10.5
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonNAS-Bench-201, CIFAR-100
    Accuracy (Val)· 2020-06-12
    73.35
    best: 73.49 (DiNAS)
    SOTA
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonNAS-Bench-201, ImageNet-16-120
    Accuracy (Test)· 2020-06-12
    46.27
    best: 46.98 (CR-LSO)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonNAS-Bench-201, CIFAR-10
    Search time (s)· 2020-06-12
    12000
    best: 31010 (SETN)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonCIFAR-10 Image Classification
    Params· 2020-06-12
    3.6
    best: 33.5 (Soft Parameter Sharing)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonCIFAR-10 Image Classification
    Percentage error· 2020-06-12
    2.56
    best: 1.6 (NAT-M4)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonCIFAR-10
    Search Time (GPU days)· 2020-06-12
    10.5
    best: 224 (AlphaX-1 (cutout NASNet))
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • Neural Architecture SearchonNAS-Bench-201, CIFAR-100
    Accuracy (Test)· 2020-06-12
    73.37
    best: 73.51 (DiNAS)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonNAS-Bench-201, ImageNet-16-120
    Accuracy (Test)· 2020-06-12
    46.27
    best: 46.98 (CR-LSO)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonNAS-Bench-201, CIFAR-10
    Search time (s)· 2020-06-12
    12000
    best: 31010 (SETN)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonCIFAR-10 Image Classification
    Params· 2020-06-12
    3.6
    best: 33.5 (Soft Parameter Sharing)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonCIFAR-10 Image Classification
    Percentage error· 2020-06-12
    2.56
    best: 1.6 (NAT-M4)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonCIFAR-10
    Search Time (GPU days)· 2020-06-12
    10.5
    best: 224 (AlphaX-1 (cutout NASNet))
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936
  • AutoMLonNAS-Bench-201, CIFAR-100
    Accuracy (Test)· 2020-06-12
    73.37
    best: 73.51 (DiNAS)
    Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?arXiv:2006.06936