CTR Prediction on Multi-Dataset Average (Criteo, Avazu, Malware, Frappe, ML-tag)
0.28Avg AUCGDCN-S
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GDCN-SModel Class=Ours2023.11 | 0.28 | -2.7 | — | — | |
| GCNModel Class=Ours2023.11 | 0.14 | 0.45 | — | — | |
| OPNNModel Class=High-order2023.11 | -0.04 | 0.65 | — | — | |
| IPNNModel Class=High-order2023.11 | -0.07 | 1.64 | — | — | |
| FiBiNetModel Class=High-order2023.11 | -0.08 | 2.33 | — | — | |
| FINTModel Class=High-order2023.11 | -0.08 | 0.62 | — | — | |
| CINModel Class=High-order2023.11 | -0.15 | 4.55 | — | — | |
| AFNModel Class=High-order2023.11 | -0.15 | 0.78 | — | — | |
| DIFMModel Class=Second-order2023.11 | -0.18 | 3.37 | — | — | |
| FmFMModel Class=Second-order2023.11 | -0.22 | 3.76 | — | — | |
| CN-V2Model Class=High-order2023.11 | -0.26 | 3.16 | — | — | |
| AutoIntModel Class=High-order2023.11 | -0.45 | 3.25 | — | — | |
| FwFMModel Class=Second-order2023.11 | -0.51 | 3.3 | — | — | |
| CNModel Class=High-order2023.11 | -1.02 | 6.45 | — | — | |
| FMModel Class=Second-order2023.11 | -1.08 | 11.33 | — | — | |
| LRModel Class=First-order2023.11 | -3.62 | 23.87 | — | — | |
| AFN+Networks=AFN, DNN2023.11 | — | — | 0.07 | -1.53 | |
| AutoInt+Networks=AutoInt, DNN2023.11 | — | — | 0.07 | -0.76 | |
| DCNNetworks=CN, DNN2023.11 | — | — | 0.08 | -1.69 | |
| DCN-V2Networks=CN-V2, DNN2023.11 | — | — | 0.11 | -2.67 | |
| DeepFMNetworks=FM, DNN2023.11 | — | — | 0.05 | -0.42 | |
| FEDNetworks=Concat., Att., DNN2023.11 | — | — | 0.12 | -1.99 | |
| GDCN-PNetworks=GCN, DNN2023.11 | — | — | 0.46 | -5.57 | |
| NONNetworks=LR, Att., DNN2023.11 | — | — | 0.03 | -2.26 | |
| ParaMaskNetNetworks=MaskBlocks, DNN2023.11 | — | — | 0.1 | -2.47 | |
| WDLNetworks=LR, DNN2023.11 | — | — | 0.07 | -0.23 | |
| xDeepFMNetworks=CIN, DNN2023.11 | — | — | 0.12 | -1.1 |