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ResearchFormerly WizWand

Fair agent decision making on School admission continuous

0.02DisparityPOCAR (Oracle)
0.01360.05680.10.1432May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
POCAR (Oracle)Fairness Principle=Acc. Parity2026.050.021,338.92
SELLF (ours)Fairness Principle=Eq. Opp.2026.050.031,242.44
PPOFairness Principle=Acc. Parity2026.050.031,338.58
POCARFairness Principle=Acc. Parity2026.050.031,328.24
ELBERTFairness Principle=Acc. Parity2026.050.031,339.58
SELLF (ours)Fairness Principle=Acc. Parity2026.050.031,330.5
SELLF (Semi-sto.)Fairness Principle=Acc. Parity2026.050.041,313.18
SELLF (Semi-sto.)Fairness Principle=Eq. Opp.2026.050.051,279.22
FOCOPSFairness Principle=Acc. Parity2026.050.051,351.56
POCAR (Oracle)Fairness Principle=Eq. Opp.2026.050.061,259.46
FOCOPSFairness Principle=Eq. Opp.2026.050.121,353.64
SELLF (Semi-sto.)Fairness Principle=Quali. Parity2026.050.131,150.32
SELLF (ours)Fairness Principle=Quali. Parity2026.050.131,150.32
POCAR (Oracle)Fairness Principle=Quali. Parity2026.050.141,107.48
PPOFairness Principle=Eq. Opp.2026.050.151,338.58
POCARFairness Principle=Eq. Opp.2026.050.151,339.58
PPOFairness Principle=Quali. Parity2026.050.161,327.08
POCARFairness Principle=Quali. Parity2026.050.161,311.18
FOCOPSFairness Principle=Quali. Parity2026.050.161,341.86
ELBERTFairness Principle=Quali. Parity2026.050.161,337.88
ELBERTFairness Principle=Eq. Opp.2026.050.181,339.58