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Benchmarks
Inventory Management on InvManagement Backlog setting
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546.8
Mean Episodic Return
Oracle
353.464
403.657
453.85
504.043
Mar 10, 2026
Mean Episodic Return
Std Dev (Episodic Return)
Performance Ratio vs Oracle
Updated 1mo ago
Evaluation Results
Method
Method
Links
Mean Episodic Return
Std Dev (Episodic Return)
Performance Ratio vs Oracle
Oracle
2026.03
546.8
30.3
1
SHLP
2026.03
508
28.1
1.1
PPO
2026.03
496.4
6.8
1.1
PDA
2026.03
491.6
11.8
1.1
MIP
2026.03
388
30.8
1.4
DFO
2026.03
360.9
39.9
1.5
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