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Fairness

Papers

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Showing 4326–4350 of 5676 papers

TitleStatusHype
Training Over-parameterized Models with Non-decomposable Objectives—0
Escaping the Impossibility of Fairness: From Formal to Substantive Algorithmic Fairness—0
Nested Counterfactual Identification from Arbitrary Surrogate Experiments—0
Impossibility results for fair representations—0
A Graph-based Approach for Mitigating Multi-sided Exposure Bias in Recommender Systems—0
Bias-Tolerant Fair Classification—0
Bayesian Nonparametric Modelling for Model-Free Reinforcement Learning in LTE-LAA and Wi-Fi Coexistence—0
Fair Decision Rules for Binary Classification—0
What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis—0
Unaware Fairness: Hierarchical Random Forest for Protected Classes—0
Subgroup Generalization and Fairness of Graph Neural NetworksCode0
Non-Comparative Fairness for Human-Auditing and Its Relation to Traditional Fairness Notions—0
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness MetricsCode0
Improved Approximation Algorithms for Individually Fair Clustering—0
Balancing Accuracy and Fairness for Interactive Recommendation with Reinforcement Learning—0
Constrained Classification and Policy Learning—0
What will it take to generate fairness-preserving explanations?—0
Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation—0
A Unified Approach to Fair Online Learning via Blackwell Approachability—0
Better Algorithms for Individually Fair k-ClusteringCode0
Fairness via Representation Neutralization—0
Best-Case Lower Bounds in Online Learning—0
DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?Code0
FLEA: Provably Robust Fair Multisource Learning from Unreliable Training DataCode0
Interpretable Face Manipulation Detection via Feature Whitening—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