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Fairness

Papers

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Showing 1251–1275 of 5676 papers

TitleStatusHype
TowerDebias: A Novel Unfairness Removal Method Based on the Tower Property—0
Optimisation Strategies for Ensuring Fairness in Machine Learning: With and Without DemographicsCode0
Properties of fairness measures in the context of varying class imbalance and protected group ratiosCode0
Fair Summarization: Bridging Quality and Diversity in Extractive SummariesCode0
Aligning Visual Contrastive learning models via Preference OptimizationCode0
Mitigating Bias in Queer Representation within Large Language Models: A Collaborative Agent ApproachCode0
A Stochastic Optimization Framework for Private and Fair Learning From Decentralized DataCode0
WassFFed: Wasserstein Fair Federated Learning—0
Neuro-Symbolic Rule Lists—0
A Review of Fairness and A Practical Guide to Selecting Context-Appropriate Fairness Metrics in Machine Learning—0
Interpret the Internal States of Recommendation Model with Sparse AutoencoderCode0
Axiomatic characterizations of some simple risk-sharing rules—0
Diversity and Inclusion in AI for Recruitment: Lessons from Industry Workshop—0
Fairness in Monotone k-submodular Maximization: Algorithms and Applications—0
Enhancing Model Fairness and Accuracy with Similarity Networks: A Methodological Approach—0
Evaluating the Economic Implications of Using Machine Learning in Clinical Psychiatry—0
The Multiple Dimensions of Spuriousness in Machine Learning—0
Comparing Fairness of Generative Mobility Models—0
ComFairGNN: Community Fair Graph Neural Network—0
A Capabilities Approach to Studying Bias and Harm in Language Technologies—0
Policy AggregationCode0
Fair Exploration and Exploitation—0
Cooperation and Personalization on a Seesaw: Choice-based FL for Safe Cooperation in Wireless Networks—0
Alpha and Prejudice: Improving α-sized Worst-case Fairness via Intrinsic Reweighting—0
The Intersectionality Problem for Algorithmic 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