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Fairness

Papers

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Showing 2026–2050 of 5676 papers

TitleStatusHype
Fair Correlation Clustering in Forests—0
Fair CoVariance Neural Networks—0
Fair Data Adaptation with Quantile Preservation—0
FADE: Towards Fairness-aware Augmentation for Domain Generalization via Classifier-Guided Score-based Diffusion Models—0
Causal Feature Selection for Algorithmic Fairness—0
Centralized Scheduling Strategies for Cooperative HARQ Retransmissions in Multi-Source Multi-Relay Wireless Networks—0
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis—0
AI-assisted German Employment Contract Review: A Benchmark Dataset—0
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training—0
Fair Decision-Making for Food Inspections—0
Fair Decision-making Under Uncertainty—0
Fair Decision Rules for Binary Classification—0
FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication—0
Certification of Distributional Individual Fairness—0
A Framework for Fairer Machine Learning in Organizations—0
Fair Graph Neural Network with Supervised Contrastive Regularization—0
FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning—0
Fair Differentially Private Federated Learning Framework—0
Fair Differential Privacy Can Mitigate the Disparate Impact on Model Accuracy—0
Consumer-side Fairness in Recommender Systems: A Systematic Survey of Methods and Evaluation—0
Fairness Concerns in App Reviews: A Study on AI-based Mobile Apps—0
Constructing Fair Latent Space for Intersection of Fairness and Explainability—0
On the Existence of Simpler Machine Learning Models—0
AI and Holistic Review: Informing Human Reading in College Admissions—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