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Fairness

Papers

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Showing 3701–3750 of 5676 papers

TitleStatusHype
Neuro-Symbolic Verification of Deep Neural NetworksCode0
Implications of Distance over Redistricting Maps: Central and Outlier Maps—0
Explainability for identification of vulnerable groups in machine learning models—0
Are Big Recommendation Models Fair to Cold Users?—0
KL Divergence Estimation with Multi-group AttributionCode0
Setting Fair Incentives to Maximize Improvement—0
Selection, Ignorability and Challenges With Causal Fairness—0
EdgeMixup: Improving Fairness for Skin Disease Classification and Segmentation—0
Fast Feature Selection with Fairness Constraints—0
Efficient Attribute Unlearning: Towards Selective Removal of Input Attributes from Feature Representations—0
The Unfairness of Popularity Bias in Book RecommendationCode0
The Unfairness of Active Users and Popularity Bias in Point-of-Interest RecommendationCode0
se-Shweshwe Inspired Fashion Generation—0
On Learning and Testing of Counterfactual Fairness through Data Preprocessing—0
Attainability and Optimality: The Equalized Odds Fairness Revisited—0
Exploring the Unfairness of DP-SGD Across Settings—0
A Fair Empirical Risk Minimization with Generalized EntropyCode0
A Fair Pricing Model via Adversarial Learning—0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
A Complete Criterion for Value of Information in Soluble Influence Diagrams—0
The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices—0
Fairness-Aware Naive Bayes Classifier for Data with Multiple Sensitive Features—0
Towards User-Centered Metrics for Trustworthy AI in Immersive Cyberspace—0
Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animals—0
Sensing as a Service in 6G Perceptive Networks: A Unified Framework for ISAC Resource Allocation—0
Bayes-Optimal Classifiers under Group FairnessCode0
The four-fifths rule is not disparate impact: a woeful tale of epistemic trespassing in algorithmic fairness—0
Stochastic Perturbations of Tabular Features for Non-Deterministic Inference with AutomungeCode0
Human-Algorithm Collaboration: Achieving Complementarity and Avoiding UnfairnessCode0
Are There Exceptions to Goodhart's Law? On the Moral Justification of Fairness-Aware Machine Learning—0
On Guiding Visual Attention with Language Specification—0
Fairness constraint in Structural Econometrics and Application to fair estimation using Instrumental Variables—0
On Learning and Enforcing Latent Assessment Models using Binary Feedback from Human Auditors Regarding Black-Box Classifiers—0
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision—0
Modelling multi-cell edge video analytics—0
Differential Privacy and Fairness in Decisions and Learning Tasks: A Survey—0
Bias and unfairness in machine learning models: a systematic literature review—0
Trustworthy Anomaly Detection: A Survey—0
Fairness Indicators for Systematic Assessments of Visual Feature Extractors—0
Quantifying Memorization Across Neural Language ModelsCode2
Choosing an algorithmic fairness metric for an online marketplace: Detecting and quantifying algorithmic bias on LinkedIn—0
Fairness Amidst Non-IID Graph Data: A Literature Review—0
Fairness-aware Configuration of Machine Learning LibrariesCode0
Probabilistic fair behaviors spark its boost in the Ultimatum Game: the strength of good Samaritans—0
Fair When Trained, Unfair When Deployed: Observable Fairness Measures are Unstable in Performative Prediction Settings—0
Proceedings of the Robust Artificial Intelligence System Assurance (RAISA) Workshop 2022—0
Designing Closed Human-in-the-loop Deferral PipelinesCode0
Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers—0
An Exploration of Multicalibration Uniform Convergence Bounds—0
Obtaining Dyadic Fairness by Optimal TransportCode0
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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