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Fairness

Papers

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Showing 4951–5000 of 5676 papers

TitleStatusHype
Individual Fairness for k-ClusteringCode0
Quadratic Metric Elicitation for Fairness and BeyondCode0
Auditing Fairness by BettingCode0
F3: Fair and Federated Face Attribute Classification with Heterogeneous DataCode0
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep LearningCode0
Deep Learning on a Healthy Data Diet: Finding Important Examples for FairnessCode0
Individual Fairness Guarantees for Neural NetworksCode0
Individual Fairness in Bayesian Neural NetworksCode0
Discovering Fair Representations in the Data DomainCode0
Approximating Discrimination Within Models When Faced With Several Non-Binary Sensitive AttributesCode0
FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome PredictionCode0
NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron IdentificationCode0
A data-science pipeline to enable the Interpretability of Many-Objective Feature SelectionCode0
Neuro-Symbolic Verification of Deep Neural NetworksCode0
ABCinML: Anticipatory Bias Correction in Machine Learning ApplicationsCode0
New fairness criteria for truncated ballots in multi-winner ranked-choice electionsCode0
Deep Fair Discriminative ClusteringCode0
Towards causal benchmarking of bias in face analysis algorithmsCode0
The FairCeptron: A Framework for Measuring Human Perceptions of Algorithmic FairnessCode0
Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and MetricCode0
Fair Generalized Linear Mixed ModelsCode0
Fair Generalized Linear Models with a Convex PenaltyCode0
Fair Generative Models via Transfer LearningCode0
Individual Preference Stability for ClusteringCode0
What is Fair? Defining Fairness in Machine Learning for HealthCode0
FairGLVQ: Fairness in Partition-Based ClassificationCode0
Deep Fair Clustering for Visual LearningCode0
FairGP: A Scalable and Fair Graph Transformer Using Graph PartitioningCode0
DeepBern-Nets: Taming the Complexity of Certifying Neural Networks using Bernstein Polynomial Activations and Precise Bound PropagationCode0
Decorrelation using Optimal TransportCode0
Algorithmic Inheritance: Surname Bias in AI Decisions Reinforces Intergenerational InequalityCode0
Decoding fairness: a reinforcement learning perspectiveCode0
Quantification and Analysis of Layer-wise and Pixel-wise Information DiscardingCode0
Fair Graph Representation Learning via Sensitive Attribute DisentanglementCode0
FairGridSearch: A Framework to Compare Fairness-Enhancing ModelsCode0
A Personalized Framework for Consumer and Producer Group Fairness Optimization in Recommender SystemsCode0
FairGT: A Fairness-aware Graph TransformerCode0
Smooth Min-Max Monotonic NetworksCode0
Inductive Graph UnlearningCode0
Attributing Fair Decisions with Attention InterventionsCode0
Fairify: Fairness Verification of Neural NetworksCode0
Fair In-Context Learning via Latent Concept VariablesCode0
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness MetricsCode0
Social Biases in Knowledge Representations of Wikidata separates Global North from Global SouthCode0
Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness CriteriaCode0
Noise-tolerant fair classificationCode0
Fairness and Unfairness in Binary and Multiclass Classification: Quantifying, Calculating, and BoundingCode0
Influence-based Attributions can be ManipulatedCode0
UP5: Unbiased Foundation Model for Fairness-aware RecommendationCode0
Information Bargaining: Bilateral Commitment in Bayesian PersuasionCode0
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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