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Fairness

Papers

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Showing 4751–4775 of 5676 papers

TitleStatusHype
Multi-Agent Deep Reinforcement Learning Based Trajectory Planning for Multi-UAV Assisted Mobile Edge Computing—0
The Struggles of Feature-Based Explanations: Shapley Values vs. Minimal Sufficient Subsets—0
What Role Do Intelligent Reflecting Surfaces Play in Multi-Antenna Non-Orthogonal Multiple Access?—0
Achieving Proportionality up to the Maximin Item with Indivisible Goods—0
Group Fairness by Probabilistic Modeling with Latent Fair Decisions—0
Learning Emotional-Blinded Face Representations—0
Strategy Proof Mechanisms for Facility Location in Euclidean and Manhattan Space—0
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals—0
Utility Maximization for Large-Scale Cell-Free Massive MIMO Downlink—0
Fairness Constraints in Semi-supervised Learning—0
Active Fairness Instead of Unawareness—0
Justicia: A Stochastic SAT Approach to Formally Verify FairnessCode0
Reforms meet fairness concerns in school and college admissions—0
Fair and accurate age prediction using distribution aware data curation and augmentationCode0
Prune Responsibly—0
Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential PrivacyCode0
On the Fairness of 'Fake' Data in Legal AI—0
A Framework for Fairer Machine Learning in Organizations—0
Fairness principles for insurance contracts in the presence of default risk—0
Addressing Fairness in Classification with a Model-Agnostic Multi-Objective Algorithm—0
On the Identification of Fair Auditors to Evaluate Recommender Systems based on a Novel Non-Comparative Fairness Notion—0
Computational Design of Cold Bent Glass Façades—0
Learning Unbiased Representations via Rényi MinimizationCode0
HyperFair: A Soft Approach to Integrating Fairness Criteria—0
"And the Winner Is...": Dynamic Lotteries for Multi-group Fairness-Aware Recommendation—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