Inventory Management on Supply Chain Demand Scenarios
0Const-UniInvAgent (w/ step desc and SS strategy)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| InvAgent (w/ step desc and SS strategy)Reasoning effort=Medium, Step description=true, Safety-stock strategy=true, Base model=o4-mini2026.02 | 0 | 115.06 | 315.56 | 264.88 | 425 | 224.1 | |
| IPPOReasoning effort=Medium2026.02 | 0 | 25.3 | 137.78 | 38.01 | 12.88 | 42.79 | |
| InvAgent (w/ step desc)Reasoning effort=Medium, Step description=true, Base model=o4-mini2026.02 | 3.33 | 79.22 | 437.78 | 104.55 | 137.88 | 152.55 | |
| MAPPOReasoning effort=Medium2026.02 | 30 | 16.27 | 60 | 44.21 | 19.7 | 34.04 | |
| InvAgent (w/o strategy)Reasoning effort=Medium, Base model=o4-mini, Safety-stock strategy=false2026.02 | 46.67 | 100.3 | 202.22 | 171.9 | 93.18 | 122.85 | |
| AIM-RM (w/ RL log)Reasoning effort=Medium, RL log=true, Base model=o4-mini2026.02 | 60 | 56.02 | 171.11 | 95.12 | 74.09 | 91.27 | |
| AIM-RM (w/o RL log)Reasoning effort=Medium, RL log=false, Base model=o4-mini2026.02 | 69.17 | 66.27 | 219.11 | 162.64 | 175.77 | 138.59 | |
| InvAgent (GPT-4.1, w/ strategy)Reasoning effort=Medium, Base model=GPT-4.1, Safety-stock strategy=true2026.02 | 76.67 | 88.25 | 428.89 | 133.06 | 181.81 | 181.74 | |
| InvAgent (GPT-4.1, w/o strategy)Reasoning effort=Medium, Base model=GPT-4.1, Safety-stock strategy=false2026.02 | 120 | 244.58 | 991.11 | 474.79 | 262.88 | 418.67 | |
| Base-StockReasoning effort=Medium2026.02 | 146.67 | 140.36 | 340 | 162.81 | 112.12 | 180.39 | |
| InvAgent (w/ strategy)Reasoning effort=Medium, Base model=o4-mini, Safety-stock strategy=true2026.02 | 183.33 | 118.67 | 200 | 179.33 | 155.3 | 167.33 | |
| Tracking-DemandReasoning effort=Medium2026.02 | 200 | 150.3 | 584.44 | 205.37 | 243.93 | 276.81 |