SOTAVerified

Fairness

Papers

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Showing 4701–4725 of 5676 papers

TitleStatusHype
Learning-Assisted User Clustering in Cell-Free Massive MIMO-NOMA Networks—0
Shortcomings of Counterfactual Fairness and a Proposed Modification—0
Metric-Free Individual Fairness with Cooperative Contextual Bandits—0
An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression—0
Cross Layer Optimization and Distributed Reinforcement Learning for Wireless 360° Video Streaming—0
Fairness and Robustness in Invariant Learning: A Case Study in Toxicity ClassificationCode0
Exploring Gender Disparities in Time to Diagnosis—0
Two-Sided Fairness in Non-Personalised RecommendationsCode0
A Low-Complexity Approach for Max-Min Fairness in Uplink Cell-Free Massive MIMO—0
Mitigating Bias in Set Selection with Noisy Protected AttributesCode0
FairLens: Auditing Black-box Clinical Decision Support Systems—0
On the Privacy Risks of Algorithmic FairnessCode0
Fair Machine Learning Under Partial Compliance—0
Does enforcing fairness mitigate biases caused by subpopulation shift?—0
Wasserstein-based fairness interpretability framework for machine learning models—0
Modified Vector Quantization for Small-Cell Access Point Placement with Inter-Cell Interference—0
Fairness in Biometrics: a figure of merit to assess biometric verification systems—0
Debiasing classifiers: is reality at variance with expectation?—0
On the Moral Justification of Statistical Parity—0
(Un)fairness in Post-operative Complication Prediction Models—0
An Efficiency-boosting Client Selection Scheme for Federated Learning with Fairness Guarantee—0
Insights into Fairness through Trust: Multi-scale Trust Quantification for Financial Deep Learning—0
Quadratic Metric Elicitation for Fairness and BeyondCode0
University of Washington at TREC 2020 Fairness Ranking Track—0
Constrained Serial Rule on the Full Preference Domain—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