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Fairness

Papers

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Showing 3426–3450 of 5676 papers

TitleStatusHype
Doubly Fair Dynamic Pricing—0
An Efficient Algorithm for Fair Multi-Agent Multi-Armed Bandit with Low Regret—0
Fair Robust Active Learning by Joint Inconsistency—0
SCALES: From Fairness Principles to Constrained Decision-MakingCode0
FAL-CUR: Fair Active Learning using Uncertainty and Representativeness on Fair ClusteringCode0
Generalized Groves of Neural Additive Models: Pursuing transparent and accurate machine learning models in finance—0
A Comprehensive Survey on Trustworthy Recommender Systems—0
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning—0
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring—0
Closing the Gender Wage Gap: Adversarial Fairness in Job RecommendationCode0
Mirror Prox Algorithm for Large-Scale Cell-Free Massive MIMO Uplink Power Control—0
Fairness and robustness in anti-causal prediction—0
Towards Auditing Unsupervised Learning Algorithms and Human Processes For Fairness—0
Fairness on Synthetic Visual and Thermal Mask Images—0
Measuring Interventional Robustness in Reinforcement LearningCode0
Fairness in Face Presentation Attack DetectionCode0
Through a fair looking-glass: mitigating bias in image datasets—0
Enhanced Fairness Testing via Generating Effective Initial Individual Discriminatory Instances—0
A Robust and Constrained Multi-Agent Reinforcement Learning Electric Vehicle Rebalancing Method in AMoD Systems—0
Survey on Fairness Notions and Related Tensions—0
Algorithmic decision making methods for fair credit scoring—0
Adaptive Fairness Improvement Based on Causality Analysis—0
Omnipredictors for Constrained Optimization—0
iFlipper: Label Flipping for Individual FairnessCode0
Multicalibrated Regression for Downstream Fairness—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