SOTAVerified

Fairness

Papers

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Showing 4021–4030 of 5676 papers

TitleStatusHype
Understanding the robustness-accuracy tradeoff by rethinking robust fairness—0
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning—0
L_q regularization for Fairness AI robust to sampling bias—0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment—0
AestheticNet: Reducing bias in facial data sets under ethical considerations—0
Fair AutoML Through Multi-objective Optimization—0
Fine-Tuning from Limited Feedbacks—0
Reinforcement Learning with Ex-Post Max-Min Fairness—0
On Learning with Fairness Trade-Offs—0
Non-convex Optimization for Learning a Fair Predictor under Equalized Loss Fairness Constraint—0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86—Unverified
21D-CSNNPredictive Equality (age)97.8—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96—Unverified