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Fairness

Papers

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Showing 4501–4525 of 5676 papers

TitleStatusHype
Emergent Unfairness in Algorithmic Fairness-Accuracy Trade-Off Research—0
Resource Allocation for Mixed Numerology NOMA—0
Quantum Fair Machine Learning—0
[Re] Replication Study of 'Generative causal explanations of black-box classifiers'Code0
[Re] Reproducing Learning to Deceive With Attention-Based ExplanationsCode0
Priority-based Post-Processing Bias Mitigation for Individual and Group Fairness—0
Fairness through Social Welfare Optimization—0
When the Umpire is also a Player: Bias in Private Label Product Recommendations on E-commerce Marketplaces—0
The effect of differential victim crime reporting on predictive policing systemsCode0
Challenges in Automated Debiasing for Toxic Language DetectionCode1
Fairness for Whom? Understanding the Reader's Perception of Fairness in Text Summarization—0
Beyond traditional assumptions in fair machine learning—0
Fair Resource Allocation for Demands with Sharp Lower Tail Inequalities—0
A Balance for Fairness: Fair Distribution Utilising Physics in Games of Characteristic Function Form—0
A Hybrid 2-stage Neural Optimization for Pareto Front Extraction—0
Sampling a Near Neighbor in High Dimensions -- Who is the Fairest of Them All?Code0
Performance of Cell-Free MmWave Massive MIMO Systems with Fronthaul Compression and DAC Quantization—0
Black Feminist Musings on Algorithmic Oppression—0
Re-imagining Algorithmic Fairness in India and Beyond—0
Through the Data Management Lens: Experimental Analysis and Evaluation of Fair ClassificationCode0
Optimal Pre-Processing to Achieve Fairness and Its Relationship with Total Variation Barycenter—0
Responsible AI Challenges in End-to-end Machine Learning—0
Reviving Purpose Limitation and Data Minimisation in Data-Driven Systems—0
Supervised Transfer Learning at Scale for Medical Imaging—0
Controllable Guarantees for Fair Outcomes via Contrastive Information EstimationCode1
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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