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Models/μDARTS

μDARTS

Reported on 10 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.

Methodology10 results

  • Neural Architecture SearchonCIFAR-100
    Search Time (GPU days)· 2021-07-24
    1.57
    SOTA
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • AutoMLonCIFAR-100
    Search Time (GPU days)· 2021-07-24
    1.57
    SOTA
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • Neural Architecture SearchonCIFAR-100
    Percentage Error· 2021-07-24
    19.39
    best: 11.7 (DNA-c)
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • Neural Architecture SearchonCIFAR-10
    Search Time (GPU days)· 2021-07-24
    0.1
    best: 224 (AlphaX-1 (cutout NASNet))
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • Neural Architecture SearchonImageNet
    Accuracy· 2021-07-24
    78.76
    best: 83.9 (DeepMAD-50M)
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • Neural Architecture SearchonImageNet
    Top-1 Error Rate· 2021-07-24
    21.24
    best: 16.1 (DeepMAD-50M)
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • AutoMLonCIFAR-100
    Percentage Error· 2021-07-24
    19.39
    best: 11.7 (DNA-c)
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • AutoMLonCIFAR-10
    Search Time (GPU days)· 2021-07-24
    0.1
    best: 224 (AlphaX-1 (cutout NASNet))
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • AutoMLonImageNet
    Accuracy· 2021-07-24
    78.76
    best: 83.9 (DeepMAD-50M)
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500
  • AutoMLonImageNet
    Top-1 Error Rate· 2021-07-24
    21.24
    best: 16.1 (DeepMAD-50M)
    $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture SearcharXiv:2107.11500