Metric: Log Loss (lower is better)
| # | Model↕ | Log Loss▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DeepFM | 0.02618 | No | DeepFM: A Factorization-Machine based Neural Net... | 2017-03-13 | Code |
| 2 | FNN | 0.02629 | No | Deep Learning over Multi-field Categorical Data:... | 2016-01-11 | Code |
| 3 | Wide & Deep (LR & DNN) | 0.02634 | No | Wide & Deep Learning for Recommender Systems | 2016-06-24 | Code |
| 4 | PNN* | 0.02636 | No | Product-based Neural Networks for User Response ... | 2016-11-01 | Code |
| 5 | IPNN | 0.02637 | No | Product-based Neural Networks for User Response ... | 2016-11-01 | Code |
| 6 | Wide & Deep (FM & DNN) | 0.0264 | No | Wide & Deep Learning for Recommender Systems | 2016-06-24 | Code |
| 7 | OPNN | 0.02641 | No | Product-based Neural Networks for User Response ... | 2016-11-01 | Code |
| 8 | DeepMCP | 0.2341 | No | Representation Learning-Assisted Click-Through R... | 2019-06-11 | Code |