TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/SGAS

SGAS

Reported on 7 benchmarks across 3 tasks · 1 paper

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

Methodology6 results

  • Neural Architecture SearchonCIFAR-10
    Search Time (GPU days)· 2019-11-30
    0.25
    best: 224 (AlphaX-1 (cutout NASNet))
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195
  • Neural Architecture SearchonImageNet
    Accuracy· 2019-11-30
    75.9
    best: 83.9 (DeepMAD-50M)
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195
  • Neural Architecture SearchonImageNet
    Top-1 Error Rate· 2019-11-30
    24.1
    best: 16.1 (DeepMAD-50M)
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195
  • AutoMLonCIFAR-10
    Search Time (GPU days)· 2019-11-30
    0.25
    best: 224 (AlphaX-1 (cutout NASNet))
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195
  • AutoMLonImageNet
    Accuracy· 2019-11-30
    75.9
    best: 83.9 (DeepMAD-50M)
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195
  • AutoMLonImageNet
    Top-1 Error Rate· 2019-11-30
    24.1
    best: 16.1 (DeepMAD-50M)
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195

Graphs1 result

  • Node ClassificationonPPI
    F1· 2019-11-30
    99.46
    best: 99.71 (g2-MLP)
    SGAS: Sequential Greedy Architecture SearcharXiv:1912.00195