Inventory Management
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
25Success Rate
22
May 4, 2026
32,800Average Reward
16
Jun 5, 2026
24,610Average Reward
16
Jun 5, 2026
34,600Average Reward
16
Jun 5, 2026
37,260Average Reward
16
Jun 5, 2026
0Const-Uni
12
Feb 26, 2026
1.74Stockout Rate Difference
7
Mar 23, 2026
542.7Mean Episodic Return
6
Mar 12, 2026
546.8Mean Episodic Return
6
Mar 12, 2026
93.77Relative Gap
6
Feb 26, 2026
81.2Relative Gap (Δ)
6
Feb 26, 2026
102.48Relative Gap (Δ)
6
Feb 26, 2026
173.33Relative Gap (Δ)
6
Feb 26, 2026
31.33Relative Gap (Δ)
6
Feb 26, 2026
0Relative Gap (Δ)
6
Feb 26, 2026
103.33Const Uni
6
Feb 26, 2026
0Success Rate (Chef Shoppe)
3
May 4, 2026
15Success Rate
2
May 4, 2026