| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-objective Optimization | Knapsack | Hypervolume95,200,000 | 28 | |
| Multi-objective Combinatorial Optimization | Knapsack D=1000 | HV Mean275,000,000 | 7 | |
| Multi-objective Combinatorial Optimization | Knapsack D=100 | Mean Hypervolume8,320,000 | 7 | |
| Multi-objective Optimization | Knapsack D=500 (test) | Mean HV91,800,000 | 7 | |
| Integer Programming | Knapsack(30, 3) (test) | Average Tree Size2,817.55 | 6 | |
| Integer Programming | Knapsack (16, 2) (test) | Average Tree Size102.07 | 6 | |
| Knapsack | Knapsack 12 Nodes (test) | Optimality Gap16.82 | 5 | |
| Knapsack | Knapsack 8 Nodes (Evaluation) | Optimality Gap14.88 | 5 | |
| Knapsack | Knapsack 5 Nodes (Evaluation) | Optimality Gap8.05 | 5 | |
| Adversarial Instance Generation | Knapsack | Approximation Ratio Lower Bound646.92 | 3 | |
| Integer Programming | Knapsack (50, 1) (test) | Average Tree Size125.85 | 3 | |
| Integer Programming | Knapsack(30, 1) (test) | Avg Tree Size13.98 | 3 | |
| Integer Programming | Knapsack (20, 1) (test) | Avg Tree Size35.54 | 3 | |
| Knapsack from Sentence Descriptions | Knapsack N=30 (test) | Vector Accuracy28.4 | 2 | |
| Knapsack from Sentence Descriptions | Knapsack N=25 (test) | Vector Accuracy41 | 2 | |
| Knapsack from Sentence Descriptions | Knapsack N=20 (test) | Vector Accuracy48.7 | 2 | |
| Knapsack from Sentence Descriptions | Knapsack N=15 (test) | Vector Accuracy58.5 | 2 | |
| Knapsack | Knapsack N=30 | Vector Accuracy28.4 | 2 | |
| Knapsack | Knapsack N=25 | Vector Accuracy41 | 2 | |
| Knapsack | Knapsack N=20 | Vector Accuracy48.7 | 2 | |
| Knapsack | Knapsack (N=10) | Vector Accuracy71.4 | 2 | |
| Knapsack | Knapsack N=15 (test) | Vector Accuracy58.5 | 2 | |
| Knapsack from Sentence Descriptions | Knapsack (N=10) original (test) | Vector Accuracy71.4 | 2 | |
| Knapsack | Knapsack N=30 (test) | Vector Accuracy- | 0 | |
| Knapsack | Knapsack N=25 (test) | Vector Accuracy- | 0 |