Papers › Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction

Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction

9 Apr 2019arXiv:1904.04447archive 2025-07-28

Bin Liu, Ruiming Tang, Yingzhi Chen, Jinkai Yu, Huifeng Guo, Yuzhou Zhang

Easy-to-use,Modular and Extendible package of deep-learning based CTR models.DeepFM,DeepInterestNetwork(DIN),DeepInterestEvolutionNetwork(DIEN),DeepCrossNetwork(DCN),AttentionalFactorizationMachine(AFM),Neural Factorization Machine(NFM),AutoInt,Deep Session Interest Network(DSIN)

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Code

UlionTse/mlgb mentioned on GitHubpytorch report
shenweichen/DeepCTR mentioned on GitHubtf report
shenweichen/DeepCTR-PyTorch mentioned on GitHubpytorchApache-2.0 report
xue-pai/FuxiCTR mentioned on GitHubpytorch report

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Tasks

Click-Through Rate PredictionDeep LearningRecommendation Systems

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Click-Through Rate Prediction Avazu FGCNN+IPNN AUC 0.7883 #9 of 15 Archive leaderboard report
Click-Through Rate Prediction Avazu FGCNN+IPNN LogLoss 0.3746 #9 of 15 Archive leaderboard report
Click-Through Rate Prediction Huawei App Store FGCNN+IPNN AUC 0.9407 #1 of 1 Archive leaderboard report
Click-Through Rate Prediction Huawei App Store FGCNN+IPNN Log Loss 0.1134 #1 of 1 Archive leaderboard report

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