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Models/KGNN-LS

KGNN-LS

Reported on 16 benchmarks across 1 task · 1 paper · 15 SOTA

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

Knowledge Base16 results

  • Recommendation SystemsonMovieLens 20M
    Recall@10· 2019-05-11
    0.155
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonMovieLens 20M
    Recall@100· 2019-05-11
    0.458
    best: 0.6022 (CML)
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonMovieLens 20M
    Recall@2· 2019-05-11
    0.043
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonDianping-Food
    Recall@10· 2019-05-11
    0.17
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonDianping-Food
    Recall@100· 2019-05-11
    0.487
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonDianping-Food
    Recall@2· 2019-05-11
    0.047
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonDianping-Food
    Recall@50· 2019-05-11
    0.34
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonBook-Crossing
    Recall@10· 2019-05-11
    0.082
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonBook-Crossing
    Recall@100· 2019-05-11
    0.149
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonBook-Crossing
    Recall@2· 2019-05-11
    0.045
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonBook-Crossing
    Recall@50· 2019-05-11
    0.117
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonLast.FM
    Recall@10· 2019-05-11
    0.122
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonLast.FM
    Recall@100· 2019-05-11
    0.37
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonLast.FM
    Recall@2· 2019-05-11
    0.044
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonLast.FM
    Recall@50· 2019-05-11
    0.277
    SOTA
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413
  • Recommendation SystemsonMovieLens 20M
    Recall@50· 2019-05-11
    0.321
    best: 0.553 (RecVAE)
    Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsarXiv:1905.04413