| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Maximum Independent Set | Maximum Independent Set Medium (m) | Execution Time81.2 | 34 | |
| Maximum Independent Set | Maximum Independent Set Small (s) | Execution Time3.65 | 12 | |
| MILP Solving | Maximum independent set larger size (transfer) | Search Tree Nodes1,774.8 | 10 | |
| MILP Solving | Maximum independent set same size as training (test) | Search Tree Nodes19.3 | 10 | |
| Maximum Independent Set | Maximum Independent Set D6 | Time (s)900 | 9 | |
| Maximum Independent Set | Maximum Independent Set D5 | Time (s)900 | 9 | |
| Maximum Independent Set | Maximum Independent Set D4 | Time (s)879.81 | 9 | |
| Maximum Independent Set | Maximum Independent Set D3 | Execution Time (s)781.44 | 9 | |
| Maximum Independent Set | Maximum Independent Set D2 | Time (s)210.36 | 9 | |
| Maximum Independent Set | Maximum Independent Set D1 | Time (s)7.39 | 9 | |
| MILP solving | Maximum independent set Transfer | Nodes Explored169.9 | 9 | |
| MILP solving | Maximum independent set (train) | Nodes Explored19.5 | 9 | |
| MILP Solving | Maximum Independent Set | Geometric Mean Time1.75 | 8 | |
| Mixed-Integer Linear Programming (MILP) solving | Maximum Independent Set (Transfer) | Geometric Mean Execution Time68.39 | 6 | |
| Combinatorial Optimization | Maximum Independent Set Transfer | Finished Tasks25 | 6 | |
| Maximum Independent Set | Maximum Independent Set Large Problems | Success Rate41 | 6 | |
| Maximum Independent Set | Maximum Independent Set Medium Problems | Solution Size100 | 6 | |
| Maximum Independent Set | Maximum Independent Set Small Problems | Success Rate100 | 6 | |
| Mixed Integer Linear Programming (MILP) solving | Maximum Independent Set (test) | Geometric Mean Tree Size37 | 5 | |
| Combinatorial Optimization | Maximum Independent Set (transfer tasks) | Tree Size (Geometric Mean)1,713 | 4 | |
| MILP Branching | Maximum Independent Set (val) | Number of training episodes50 | 3 | |
| Maximum Independent Set | Maximum Independent Set Large | Execution Time1,802 | 3 |