| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MKP N=100, m=5 | PathWise | Objective Value22.05 | 21 | 3mo ago | |
| MKP 200 | TIDE | Objective Value42.9 | 12 | 3mo ago | |
| MKP 100 | TIDE | Objective Value23.33 | 12 | 3mo ago | |
| MDKP (276) | Avg Optimality Gap0.08 | 9 | 2mo ago | ||
| MKP N=100, m=5 64 independent instances (test) | CogMCTS | Objective Value23.294 | 6 | 3mo ago | |
| MKP-ACO | OR-Agent | Normalized Score100 | 5 | 3mo ago | |
| MKP N=300, m=5 | PathWise | Objective Value58.159 | 3 | 3mo ago | |
| MDKP 21 target distributions (test) | LLM Synthesis Agent | Q (LLM)0.973 | 1 | 19d ago |