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Fairness

Papers

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Showing 5201–5225 of 5676 papers

TitleStatusHype
Conditional Learning of Fair Representations—0
Does Gender Matter? Towards Fairness in Dialogue SystemsCode0
The Impact of Popularity Bias on Fairness and Calibration in Recommendation—0
Measuring Unfairness through Game-Theoretic Interpretability—0
Fairness in Clustering with Multiple Sensitive Attributes—0
The Case for Evaluating Causal Models Using Interventional Measures and Empirical Data—0
AI for Explaining Decisions in Multi-Agent Environments—0
Optimal Training of Fair Predictive Models—0
REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs—0
The Impact of Data Preparation on the Fairness of Software Systems—0
On Tractable Computation of Expected PredictionsCode0
Group-based Fair Learning Leads to Counter-intuitive Predictions—0
The Bouncer Problem: Challenges to Remote ExplainabilityCode0
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural NetworksCode0
Privacy-Aware Text Rewriting—0
Generating Fair Universal Representations using Adversarial Models—0
A New Approach to Fair Distribution of Welfare—0
The fairness-accuracy landscape of neural classifiers—0
Geometry-aware Generation of Adversarial and Cooperative Point Clouds—0
Pareto Optimality in No-Harm Fairness—0
FR-GAN: Fair and Robust Training—0
Stablizing Adversarial Invariance Induction by Discriminator Matching—0
Fairness with Wasserstein Adversarial Networks—0
Power Allocation in Cache-Aided NOMA Systems: Optimization and Deep Reinforcement Learning Approaches—0
Weighted Envy-Freeness in Indivisible Item Allocation—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