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Fairness

Papers

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Showing 5251–5300 of 5676 papers

TitleStatusHype
Discovery of Bias and Strategic Behavior in Crowdsourced Performance Assessment—0
What is the Point of Fairness? Disability, AI and The Complexity of Justice—0
Bias Disparity in Collaborative Recommendation: Algorithmic Evaluation and ComparisonCode0
FairSight: Visual Analytics for Fairness in Decision MakingCode0
Equity Beyond Bias in Language Technologies for Education—0
The many dimensions of algorithmic fairness in educational applications—0
Equalizing Gender Bias in Neural Machine Translation with Word Embeddings Techniques—0
Adapting SQuaRE for Quality Assessment of Artificial Intelligence Systems—0
Multi-stakeholder Recommendation and its Connection to Multi-sided Fairness—0
Wasserstein Fair ClassificationCode0
How model accuracy and explanation fidelity influence user trust—0
Towards Logical Specification of Statistical Machine Learning—0
Fairness in Reinforcement Learning—0
Achieving Fairness in the Stochastic Multi-armed Bandit Problem—0
Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making SystemsCode0
A Conceptual Framework for Evaluating Fairness in Search—0
Comparative Evaluation of Multiagent Learning Algorithms in a Diverse Set of Ad Hoc Team Problems—0
Fair quantile regression—0
CADS: Core-Aware Dynamic Scheduler for Multicore Memory Controllers—0
Almost Group Envy-free Allocation of Indivisible Goods and Chores—0
FAHT: An Adaptive Fairness-aware Decision Tree ClassifierCode0
Fairness-enhancing interventions in stream classification—0
Fairness and Diversity in the Recommendation and Ranking of Participatory Media Content—0
A Causal Bayesian Networks Viewpoint on Fairness—0
Counterfactual Reasoning for Fair Clinical Risk Prediction—0
Proceedings of FACTS-IR 2019—0
Fairness without Regret—0
The What-If Tool: Interactive Probing of Machine Learning ModelsCode0
Composable Core-sets for Determinant Maximization: A Simple Near-Optimal Algorithm—0
The FACTS of Technology-Assisted Sensitivity Review—0
Toward Fairness in AI for People with Disabilities: A Research Roadmap—0
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture SearchCode0
Operationalizing Individual Fairness with Pairwise Fair Representations—0
A Transparent Framework for Evaluating Unintended Demographic Bias in Word Embeddings—0
The Sensitivity of Counterfactual Fairness to Unmeasured ConfoundingCode0
Multi-Armed Bandits with Fairness Constraints for Distributing Resources to Human Teammates—0
Training individually fair ML models with Sensitive Subspace RobustnessCode0
Rényi Fair Inference—0
Learning Fair Representations for Kernel ModelsCode0
Fairness criteria through the lens of directed acyclic graphical models—0
Quantitative Verification of Neural Networks And its Security Applications—0
Learning Fair and Transferable Representations—0
Artificial Intelligence: the global landscape of ethics guidelines—0
Transfer of Machine Learning Fairness across Domains—0
The Cost of a Reductions Approach to Private Fair Optimization—0
FairST: Equitable Spatial and Temporal Demand Prediction for New Mobility Systems—0
FlipTest: Fairness Testing via Optimal TransportCode0
Coresets for Clustering with Fairness ConstraintsCode0
Multi-Category Fairness in Sponsored Search Auctions—0
Machine Learning Testing: Survey, Landscapes and Horizons—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