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Fairness

Papers

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Showing 4601–4650 of 5676 papers

TitleStatusHype
Fair Attribute Classification through Latent Space De-biasingCode1
Multimodal Review Generation with Privacy and Fairness AwarenessCode0
FairFaceGAN: Fairness-aware Facial Image-to-Image Translation—0
Fair Densities via Boosting the Sufficient Statistics of Exponential FamiliesCode0
Fair regression via plug-in estimator and recalibration with statistical guarantees—0
Fair Multiple Decision Making Through Soft InterventionsCode0
Exploiting MMD and Sinkhorn Divergences for Fair and Transferable Representation Learning—0
KFC: A Scalable Approximation Algorithm for k−center Fair Clustering—0
A Fair Classifier Using Kernel Density Estimation—0
Classification Under Misspecification: Halfspaces, Generalized Linear Models, and Evolvability—0
Approximate Heavily-Constrained Learning with Lagrange Multiplier Models—0
Fairness with Overlapping Groups; a Probabilistic Perspective—0
Towards Auditability for Fairness in Deep Learning—0
Feedback Effects in Repeat-Use Criminal Risk Assessments—0
CROCS: Clustering and Retrieval of Cardiac Signals Based on Patient Disease Class, Sex, and Age—0
Reducing Discrimination in Learning Algorithms for Social Good in Sociotechnical Systems—0
Towards robust and speculation-reduction real estate pricing models based on a data-driven strategy—0
Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder—0
A Novel NOMA Solution with RIS Partitioning—0
Fairness-guided SMT-based Rectification of Decision Trees and Random Forests—0
A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated LearningCode1
Certified Monotonic Neural NetworksCode1
Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLPCode1
Probing Fairness of Mobile Ocular Biometrics Methods Across Gender on VISOB 2.0 Dataset—0
Stochastic Client Selection for Federated Learning with Volatile Clients—0
Augmented Fairness: An Interpretable Model Augmenting Decision-Makers' Fairness—0
Learning to Continuously Optimize Wireless Resource In Episodically Dynamic EnvironmentCode1
Learning-Assisted User Clustering in Cell-Free Massive MIMO-NOMA Networks—0
FAIR: Fair Adversarial Instance Re-weighting—0
Statistical Inference for Maximin Effects: Identifying Stable Associations across Multiple Studies—0
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty—0
Good proctor or "Big Brother"? AI Ethics and Online Exam Supervision Technologies—0
Shortcomings of Counterfactual Fairness and a Proposed Modification—0
An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression—0
Metric-Free Individual Fairness with Cooperative Contextual Bandits—0
Cross Layer Optimization and Distributed Reinforcement Learning for Wireless 360° Video Streaming—0
Fairness and Robustness in Invariant Learning: A Case Study in Toxicity ClassificationCode0
Exploring Gender Disparities in Time to Diagnosis—0
A Low-Complexity Approach for Max-Min Fairness in Uplink Cell-Free Massive MIMO—0
Two-Sided Fairness in Non-Personalised RecommendationsCode0
Mitigating Bias in Set Selection with Noisy Protected AttributesCode0
FairLens: Auditing Black-box Clinical Decision Support Systems—0
On the Privacy Risks of Algorithmic FairnessCode0
Fair Machine Learning Under Partial Compliance—0
Wasserstein-based fairness interpretability framework for machine learning models—0
Does enforcing fairness mitigate biases caused by subpopulation shift?—0
Modified Vector Quantization for Small-Cell Access Point Placement with Inter-Cell Interference—0
Minimax Group Fairness: Algorithms and ExperimentsCode1
Debiasing classifiers: is reality at variance with expectation?—0
On the Moral Justification of Statistical Parity—0
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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