Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | xDeepFM | 0.84 | No | xDeepFM: Combining Explicit and Implicit Feature... | 2018-03-14 | Code |
| 2 | Wide & Deep | 0.8377 | No | Wide & Deep Learning for Recommender Systems | 2016-06-24 | Code |
| 3 | DeepFM | 0.8376 | No | DeepFM: A Factorization-Machine based Neural Net... | 2017-03-13 | Code |
| 4 | PNN | 0.8321 | No | Product-based Neural Networks for User Response ... | 2016-11-01 | Code |
| 5 | RippleNet | 0.678 | No | RippleNet: Propagating User Preferences on the K... | 2018-03-09 | Code |
| 6 | DKN | 0.659 | No | DKN: Deep Knowledge-Aware Network for News Recom... | 2018-01-25 | Code |
| 7 | DNN | 0.03 | No | xDeepFM: Combining Explicit and Implicit Feature... | 2018-03-14 | Code |