Microservice performance prediction on Train Ticket
7.78MAPE (%)USRFNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| USRFNet2025.08 | 7.78 | 0.054 | 0.084 | |
| FT-Transformer2025.08 | 9.22 | 0.064 | 0.105 | |
| GatedGCN+2025.08 | 9.86 | 0.067 | 0.098 | |
| GIN+2025.08 | 10.19 | 0.068 | 0.103 | |
| GCN+2025.08 | 10.78 | 0.072 | 0.106 | |
| ResNet-like2025.08 | 10.81 | 0.079 | 0.123 | |
| Transformer2025.08 | 12.24 | 0.086 | 0.129 | |
| GRAF2025.08 | 12.6 | 0.099 | 0.148 | |
| TransformerConv2025.08 | 13.1 | 0.092 | 0.13 | |
| MLP2025.08 | 14.08 | 0.09 | 0.126 | |
| GBDT2025.08 | 17.18 | 0.107 | 0.139 |