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Benchmarks
Fairness-aware Learning to Rank on Istella-s Aperiodic (offline)
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100
cN@1
TopK
12.64
35.32
58
80.68
Feb 3, 2026
cN@1
cN@3
cN@5
Unfavorable Outcomes (Ratio)
Updated 4d ago
Evaluation Results
Method
Method
Links
cN@1
cN@3
cN@5
Unfavorable Outcomes (Ratio)
TopK
Setting=offline
2026.02
100
100
100
0.16
DIDRF
Setting=offline
2026.02
74.2
71.3
71.6
0.057
DIDRF-W/O-h
Setting=offline
2026.02
71.5
70.2
70.8
0.06
PLFair
Setting=offline
2026.02
69.6
67
69.5
0.23
MCFair
Setting=offline
2026.02
68.7
69.6
69.4
0.063
FARA
Setting=offline
2026.02
66.7
44
40.7
0.15
FairCo
Setting=offline
2026.02
66.1
65.9
66.7
0.07
FairK
Setting=offline
2026.02
47.6
46.9
48.3
0.13
RandomK
Setting=offline
2026.02
16
17.9
20.6
0.23
MMF
Setting=offline
2026.02
16
18
20.6
0.2
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