Microservice performance prediction on Online Boutique
8.8MAPE (%)USRFNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| USRFNet2025.08 | 8.8 | 0.03 | 0.07 | |
| GatedGCN+2025.08 | 11.91 | 0.042 | 0.084 | |
| Transformer2025.08 | 11.92 | 0.042 | 0.09 | |
| ResNet-like2025.08 | 12.06 | 0.043 | 0.099 | |
| GCN+2025.08 | 12.19 | 0.041 | 0.081 | |
| GIN+2025.08 | 12.37 | 0.04 | 0.08 | |
| FT-Transformer2025.08 | 12.38 | 0.041 | 0.086 | |
| GRAF2025.08 | 14.82 | 0.056 | 0.102 | |
| MLP2025.08 | 16.63 | 0.049 | 0.077 | |
| TransformerConv2025.08 | 16.69 | 0.062 | 0.109 | |
| GBDT2025.08 | 25.16 | 0.077 | 0.117 |