SOTAVerified

Fairness

Papers

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Showing 4601–4650 of 5676 papers

TitleStatusHype
Characterizing the risk of fairwashingCode0
Mitigating Group Bias in Federated Learning: Beyond Local FairnessCode0
DLAMA: A Framework for Curating Culturally Diverse Facts for Probing the Knowledge of Pretrained Language ModelsCode0
Predict Responsibly: Improving Fairness and Accuracy by Learning to DeferCode0
Addressing Correlated Latent Exogenous Variables in Debiased Recommender SystemsCode0
Two-Sided Fairness in Non-Personalised RecommendationsCode0
Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural NetworksCode0
Preserving AUC Fairness in Learning with Noisy Protected GroupsCode0
Are the confidence scores of reviewers consistent with the review content? Evidence from top conference proceedings in AICode0
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural NetworksCode0
Grid-Aware On-Route Fast-Charging Infrastructure Planning for Battery Electric Bus with Equity Considerations: A Case Study in South King CountyCode0
Mitigating Mainstream Bias in Recommendation via Cost-sensitive LearningCode0
Estimating and Improving Fairness with Adversarial LearningCode0
Estimating the Hessian Matrix of Ranking Objectives for Stochastic Learning to Rank with Gradient Boosted TreesCode0
Reducing Biases in Record Matching Through Scores CalibrationCode0
DL2: A Deep Learning-driven Scheduler for Deep Learning ClustersCode0
Preserving privacy in domain transfer of medical AI models comes at no performance costs: The integral role of differential privacyCode0
Group-blind optimal transport to group parity and its constrained variantsCode0
Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model MultiplicityCode0
Addressing Both Statistical and Causal Gender Fairness in NLP ModelsCode0
Ethical Considerations for Responsible Data CurationCode0
Unbiased Collaborative Filtering with Fair SamplingCode0
Group Equality in Adaptive Submodular MaximizationCode0
Group Fairness in Bandit Arm SelectionCode0
Faking Fairness via Stealthily Biased SamplingCode0
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble FrameworkCode0
DIVINE: Diverse Influential Training Points for Data Visualization and Model RefinementCode0
Group Fairness in Prediction-Based Decision Making: From Moral Assessment to ImplementationCode0
Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and RobustnessCode0
Mitigating Source Bias for Fairer Weak SupervisionCode0
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language ModelsCode0
Algorithmic Fairness Verification with Graphical ModelsCode0
Testing Relative Fairness in Human Decisions With Machine LearningCode0
Evaluating Blocking Biases in Entity MatchingCode0
Evaluating ChatGPT-4 Vision on Brazil's National Undergraduate Computer Science ExamCode0
Group Meritocratic Fairness in Linear Contextual BanditsCode0
Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup FairnessCode0
Mitigating Unfairness via Evolutionary Multi-objective Ensemble LearningCode0
Evaluating Fairness in Argument RetrievalCode0
Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and PromptsCode0
Group-robust Machine UnlearningCode0
Avoiding Resentment Via Monotonic FairnessCode0
Accurate Fairness: Improving Individual Fairness without Trading AccuracyCode0
Arachne: Search Based Repair of Deep Neural NetworksCode0
B-AVIBench: Towards Evaluating the Robustness of Large Vision-Language Model on Black-box Adversarial Visual-InstructionsCode0
Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive AttributesCode0
Guarantees for Spectral Clustering with Fairness ConstraintsCode0
Characterizing Fairness Over the Set of Good Models Under Selective LabelsCode0
Guiding LLM Decision-Making with Fairness Reward ModelsCode0
Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of MinoritiesCode0
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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