SOTAVerified

Fairness

Papers

Showing 27012750 of 5676 papers

TitleStatusHype
FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation0
FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data0
FedD2S: Personalized Data-Free Federated Knowledge Distillation0
FedDriveScore: Federated Scoring Driving Behavior with a Mixture of Metric Distributions0
FedDRL: Deep Reinforcement Learning-based Adaptive Aggregation for Non-IID Data in Federated Learning0
Entropy-driven Fair and Effective Federated Learning0
Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning0
Fair Labeled Clustering0
Deciding What's Fair: Challenges of Applying Reinforcement Learning in Online Marketplaces0
Federated Fairness without Access to Sensitive Groups0
Accelerating Safe Reinforcement Learning with Constraint-mismatched Policies0
FAIRLABEL: Correcting Bias in Labels0
Federated Learning over a Wireless Network: Distributed User Selection through Random Access0
Decision Making with Differential Privacy under a Fairness Lens0
Fair Knowledge Tracing in Second Language Acquisition0
Federated Learning with Fair Worker Selection: A Multi-Round Submodular Maximization Approach0
Federated Learning with Relative Fairness0
FROG: Fair Removal on Graphs0
Coarse Set Theory for AI Ethics and Decision-Making: A Mathematical Framework for Granular Evaluations0
Fair Kernel Learning0
FederatedTrust: A Solution for Trustworthy Federated Learning0
Federated Unlearning: a Perspective of Stability and Fairness0
Ensuring Reliability of Curated EHR-Derived Data: The Validation of Accuracy for LLM/ML-Extracted Information and Data (VALID) Framework0
FedFACT: A Provable Framework for Controllable Group-Fairness Calibration in Federated Learning0
Fair k-Centers via Maximum Matching0
Training Fair Models in Federated Learning without Data Privacy Infringement0
FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient0
FedMABA: Towards Fair Federated Learning through Multi-Armed Bandits Allocation0
Cluster-level Group Representativity Fairness in k-means Clustering0
Deep Bayesian Trust : A Dominant and Fair Incentive Mechanism for Crowd0
FedPCA: Noise-Robust Fair Federated Learning via Performance-Capacity Analysis0
FedPrune: Towards Inclusive Federated Learning0
A Scalable and Generalized Deep Learning Framework for Anomaly Detection in Surveillance Videos0
FR-GAN: Fair and Robust Training0
From Coders to Critics: Empowering Students through Peer Assessment in the Age of AI Copilots0
Auto-Drafting Police Reports from Noisy ASR Outputs: A Trust-Centered LLM Approach0
Feedback Effects in Repeat-Use Criminal Risk Assessments0
FEED: Fairness-Enhanced Meta-Learning for Domain Generalization0
From Efficiency to Equity: Measuring Fairness in Preference Learning0
From Models to Systems: A Comprehensive Fairness Framework for Compositional Recommender Systems0
FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation0
FairJudge: Trustworthy User Prediction in Rating Platforms0
FETA: Fairness Enforced Verifying, Training, and Predicting Algorithms for Neural Networks0
Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification0
Few-Shot Generation of Brain Tumors for Secure and Fair Data Sharing0
Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach0
SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning0
Data-Driven Fairness Generalization for Deepfake Detection0
FFPDG: Fast, Fair and Private Data Generation0
Matching Code and Law: Achieving Algorithmic Fairness with Optimal Transport0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86Unverified
21D-CSNNPredictive Equality (age)97.8Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96Unverified