Microservice performance prediction on Sock Shop
7.41MAPEUSRFNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| USRFNet2025.08 | 7.41 | 0.026 | 0.064 | |
| GatedGCN+2025.08 | 9.17 | 0.032 | 0.073 | |
| GCN+2025.08 | 9.18 | 0.033 | 0.076 | |
| GIN+2025.08 | 9.48 | 0.034 | 0.076 | |
| Transformer2025.08 | 9.59 | 0.039 | 0.125 | |
| GRAF2025.08 | 9.75 | 0.042 | 0.096 | |
| ResNet-like2025.08 | 9.88 | 0.037 | 0.085 | |
| TransformerConv2025.08 | 9.89 | 0.039 | 0.092 | |
| FT-Transformer2025.08 | 9.95 | 0.04 | 0.124 | |
| MLP2025.08 | 10.96 | 0.031 | 0.075 | |
| GBDT2025.08 | 13.36 | 0.037 | 0.077 |