SOTAVerified

Fairness

Papers

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Showing 2901–2925 of 5676 papers

TitleStatusHype
Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review—0
Overcoming Fairness Trade-offs via Pre-processing: A Causal Perspective—0
Overcoming Representation Bias in Fairness-Aware data Repair using Optimal Transport—0
Oversampling Higher-Performing Minorities During Machine Learning Model Training Reduces Adverse Impact Slightly but Also Reduces Model Accuracy—0
Overview of the TREC 2019 Fair Ranking Track—0
Overview of the TREC 2020 Fair Ranking Track—0
P2NIA: Privacy-Preserving Non-Iterative Auditing—0
PAC-Bayesian Bound for the Conditional Value at Risk—0
Paired-Consistency: An Example-Based Model-Agnostic Approach to Fairness Regularization in Machine Learning—0
Pairwise Fairness for Ranking and Regression—0
Paper Quality Assessment based on Individual Wisdom Metrics from Open Peer Review—0
Parallel Multi-Objective Hyperparameter Optimization with Uniform Normalization and Bounded Objectives—0
Parameterized Approximation for Robust Clustering in Discrete Geometric Spaces—0
Parametric Fairness with Statistical Guarantees—0
Pareto Efficient Fairness in Supervised Learning: From Extraction to Tracing—0
Pareto-Optimal Fairness-Utility Amortizations in Rankings with a DBN Exposure Model—0
Pareto Optimality in No-Harm Fairness—0
Pareto-Optimal Learning from Preferences with Hidden Context—0
Pareto Pairwise Ranking for Fairness Enhancement of Recommender Systems—0
Parity-based Cumulative Fairness-aware Boosting—0
Partial Identification in Moment Models with Incomplete Data via Optimal Transport—0
Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics—0
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning—0
Path-Specific Counterfactual Fairness—0
Path-specific Effects Based on Information Accounts of Causality—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