| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Knapsack Degree 2, 4, 6, 8 (test) | Gen-DFL | Average Relative Regret15.21 | 32 | 4mo ago | |
| KP N=200, W=25 | Objective Value57.45 | 19 | 4mo ago | ||
| KP N=100, W=25 | Objective Value40.271 | 19 | 4mo ago | ||
| KP N=50, W=12.5 | Objective Value20.04 | 19 | 4mo ago | ||
| KS500 (test) | MSE loss | Regret0.55 | 15 | 2mo ago | |
| Synthetic COP instances | AlignOPT(STFT) | Optimality Gap0 | 14 | 3mo ago | |
| Knapsack Problem N=1000 | BQ-NCO | Average Value257.224 | 12 | 4mo ago | |
| Knapsack Problem N=500 | POMO | Average Value181.87 | 12 | 4mo ago | |
| Knapsack Problem N=200 | BQ-NCO | Average Value99.694 | 12 | 4mo ago | |
| Knapsack Problem N=500, W=25 | Objective Value90.969 | 11 | 4mo ago | ||
| Knapsack Problem | SGE | Cost Improvement (%)70.39 | 8 | 4mo ago | |
| KP n=100 | AlignOPT | Objective Value40.38 | 7 | 3mo ago | |
| KP n=50 | Objective Value20.086 | 7 | 3mo ago | ||
| KP n=20 | Objective Value7.948 | 7 | 3mo ago | ||
| KP4 | SMOEA-OPS | Hypervolume (HV)0.0684 | 6 | 18d ago | |
| KP3 | SMOEA-OPS | HV0.0725 | 6 | 18d ago | |
| KP2 | SMOEA-OPS | Hypervolume (HV)0.0688 | 6 | 18d ago | |
| KP1 | SMOEA-OPS | Hypervolume (HV)0.0913 | 6 | 18d ago | |
| Synthetic 0-1 Knapsack Problem (test) | OR Solver Objective Value36,531 | 6 | 4mo ago | ||
| Ferro-titanium industrial application | Solver Objective Value2,779 | 6 | 4mo ago | ||
| Knapsack Strongly Correlated capacity 100 50 items hard instance generation protocols of Pisinger | Objective Value162.05 | 5 | 2mo ago | ||
| Knapsack Weakly Correlated capacity 100 50 items hard instance generation protocols of Pisinger | LHS | Objective Value133.27 | 5 | 2mo ago | |
| Knapsack Uncorrelated, capacity 100, 50 items hard instance generation protocols of Pisinger | ReEvo | Objective Value410.87 | 5 | 2mo ago | |
| KP N=50, W=12.5 (test) | Objective Value20.089 | 5 | 4mo ago | ||
| KP n = 100 (test) | Objective Value40.437 | 5 | 4mo ago |
