Dimension Recommendation on Cloud Monitoring Dataset
59.7Hit Rate @ 1DiRecGNN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DiRecGNNBackbone=TransformerConv, Attention-alignment loss (AL)=true, Ranking loss (RL)=true, Random Walk Attention (RWA)=true2025.10 | 59.7 | 26.5 | 17.3 | 71.4 | 55.5 | 35.5 | 64.9 | 74.8 | |
| DiRecGNNBackbone=TransformerConv, Attention-alignment loss (AL)=true, Ranking loss (RL)=true2025.10 | 57.3 | 24.6 | 15.9 | 67.2 | 52.5 | 34.2 | 59.2 | 67.5 | |
| DiRecGNNBackbone=TransformerConv, Attention-alignment loss (AL)=true2025.10 | 54.7 | 23.8 | 15.7 | 65 | 50 | 21 | 56.1 | 65.5 | |
| HGT2025.10 | 39.6 | 18.5 | 13.1 | 51 | 35.6 | 22.8 | 40.2 | 50.7 | |
| SAGE(v1)Aggregation=SAGEConv + Mean2025.10 | 38.3 | 18.6 | 12.7 | 49.9 | 32.8 | 21.8 | 37.9 | 47.4 | |
| HetGNN2025.10 | 37.5 | 17.3 | 12.1 | 49.2 | 32.1 | 22.4 | 40 | 50.2 | |
| GAT2025.10 | 35.5 | 18.5 | 18 | 48.7 | 32.3 | 21.3 | 39.7 | 49.3 | |
| HAN2025.10 | 34.8 | 19.4 | 13.1 | 48.5 | 31.5 | 20.2 | 40.7 | 50 | |
| TransformerConv2025.10 | 33.1 | 18.8 | 13.4 | 48.1 | 30.6 | 17.8 | 39.9 | 52.3 | |
| MLP2025.10 | 31.2 | 18.6 | 12.8 | 46.4 | 30.7 | 18.4 | 39.2 | 49.2 | |
| SAGE(v2)2025.10 | 29.1 | 15.4 | 11.1 | 41.4 | 26.2 | 16.5 | 32.3 | 39.8 | |
| CF2025.10 | 23 | 14.9 | 11.6 | 39.1 | 21.7 | 11.7 | 31 | 43.8 |