Click-Through Rate Prediction Efficiency on Amazon
0.11ParametersMTGR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTGRBatch Size=20482026.04 | 0.11 | 25.4 | 10.77 | |
| HSTUBatch Size=20482026.04 | 0.15 | 42.75 | 15.77 | |
| InterFormerBatch Size=20482026.04 | 0.51 | 7.67 | 8.03 | |
| AutoIntBatch Size=20482026.04 | 0.59 | 5.98 | 1.78 | |
| DHENBatch Size=20482026.04 | 0.69 | 2.56 | 2.12 | |
| HiFormerBatch Size=20482026.04 | 0.72 | 1.64 | 1.56 | |
| LoopCTR(0/3)Batch Size=2048, Inference Loops=02026.04 | 0.73 | 62.61 | 6.58 | |
| DLRMBatch Size=20482026.04 | 0.99 | 1.97 | 0.89 | |
| DCNv2Batch Size=20482026.04 | 0.99 | 2.38 | 1.04 | |
| DINBatch Size=20482026.04 | 1.02 | 8.94 | 2.45 | |
| OneTransBatch Size=20482026.04 | 1.05 | 20.88 | 9.81 | |
| LoopCTR(1/3)Batch Size=2048, Inference Loops=12026.04 | 1.27 | 108.92 | 14.69 | |
| LoopCTR(2/3)Batch Size=2048, Inference Loops=22026.04 | 1.27 | 155.24 | 21.99 | |
| LoopCTR(3/3)Batch Size=2048, Inference Loops=32026.04 | 1.27 | 201.55 | 29.24 | |
| OracleBatch Size=20482026.04 | 1.27 | 127.34 | 17.28 | |
| WukongBatch Size=20482026.04 | 1.5 | 3.29 | 1.66 | |
| StackCTR(3)Batch Size=20482026.04 | 1.95 | 201.55 | 29.24 |