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Models/DeepFM

DeepFM

Reported on 11 benchmarks across 1 task · 1 paper · 9 SOTA

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

Miscellaneous11 results

  • Click-Through Rate PredictiononKKBox
    AUC· 2017-03-13
    0.8531
    best: 0.8557 (FCN)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononCompany*
    AUC· 2017-03-13
    0.8715
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononCompany*
    Log Loss· 2017-03-13
    0.02618
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononDianping
    AUC· 2017-03-13
    0.8481
    best: 0.8639 (xDeepFM)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononDianping
    Log Loss· 2017-03-13
    0.3333
    best: 0.3156 (xDeepFM)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononMovieLens 20M
    AUC· 2017-03-13
    0.7324
    best: 0.79 (github.com/guotong1988/movielens_dataset)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononCriteo
    AUC· 2017-03-13
    0.8007
    best: 0.8163 (QNN-α)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononCriteo
    Log Loss· 2017-03-13
    0.45083
    best: 0.4358 (QNN-α)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononAmazon
    AUC· 2017-03-13
    0.8683
    best: 0.8871 (DIN + Dice Activation)
    SOTA
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononBing News
    AUC· 2017-03-13
    0.8376
    best: 0.84 (xDeepFM)
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247
  • Click-Through Rate PredictiononBing News
    Log Loss· 2017-03-13
    0.2671
    best: 0.2649 (xDeepFM)
    DeepFM: A Factorization-Machine based Neural Network for CTR PredictionarXiv:1703.04247