CTR prediction on MovieLens (test)
0.1857LoglossCETN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CETNYear=ours, #Params=1.9M2023.12 | 0.1857 | 0.974 | |
| FinalMLPYear=2023, #Params=2.2M2023.12 | 0.1966 | 0.9724 | |
| AutoInt+Year=2019, #Params=2.2M, Integration with DNN networks=true2023.12 | 0.2033 | 0.9702 | |
| DCNYear=2017, #Params=2.1M2023.12 | 0.2046 | 0.9701 | |
| DeepFMYear=2017, #Params=2.2M2023.12 | 0.2052 | 0.9697 | |
| AFN+Year=2020, #Params=8.0M, Integration with DNN networks=true2023.12 | 0.2054 | 0.9695 | |
| IPNNYear=2016, #Params=2.1M2023.12 | 0.2062 | 0.9704 | |
| xDeepFMYear=2018, #Params=2.3M2023.12 | 0.2065 | 0.9698 | |
| DCNv2Year=2021, #Params=2.1M2023.12 | 0.2067 | 0.9697 | |
| CL4CTRYear=2023, #Params=2.4M2023.12 | 0.207 | 0.97 | |
| Wide & DeepYear=2016, #Params=2.2M2023.12 | 0.208 | 0.9698 | |
| DNNYear=2016, #Params=2.1M2023.12 | 0.2089 | 0.9693 | |
| EulerNetYear=2023, #Params=1.7M2023.12 | 0.2135 | 0.9655 | |
| GraphFMYear=2022, #Params=1.7M2023.12 | 0.2229 | 0.9644 | |
| EDCNYear=2021, #Params=1.7M2023.12 | 0.2282 | 0.9687 | |
| MaskNetYear=2021, #Params=2.8M2023.12 | 0.2425 | 0.9685 | |
| FiGNNYear=2019, #Params=1.8M2023.12 | 0.2563 | 0.9528 | |
| FMYear=2010, #Params=1.8M2023.12 | 0.2766 | 0.943 | |
| AFMYear=2017, #Params=1.8M2023.12 | 0.278 | 0.9428 | |
| NFMYear=2017, #Params=2.1M2023.12 | 0.3029 | 0.9394 | |
| LRYear=2007, #Params=885972023.12 | 0.3455 | 0.9315 |