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Fairness

Papers

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Showing 4801–4850 of 5676 papers

TitleStatusHype
Fair Adversarial Gradient Tree BoostingCode0
A Reductions Approach to Fair ClassificationCode0
FA*IR: A Fair Top-k Ranking AlgorithmCode0
The Cost of Local and Global Fairness in Federated LearningCode0
Properties of fairness measures in the context of varying class imbalance and protected group ratiosCode0
Fair Algorithms for ClusteringCode0
Automatic detection of faults in race walking from a smartphone camera: a comparison of an Olympic medalist and university athletesCode0
Automated Directed Fairness TestingCode0
Verifiable evaluations of machine learning models using zkSNARKsCode0
Property Inference Attacks Against GANsCode0
Should We Attend More or Less? Modulating Attention for FairnessCode0
iFlipper: Label Flipping for Individual FairnessCode0
FairALM: Augmented Lagrangian Method for Training Fair Models with Little RegretCode0
Causal Concept Graph Models: Beyond Causal Opacity in Deep LearningCode0
Disparate Impact on Group Accuracy of Linearization for Private InferenceCode0
Fair and Diverse DPP-based Data SummarizationCode0
Indian-BhED: A Dataset for Measuring India-Centric Biases in Large Language ModelsCode0
The Data Addition DilemmaCode0
Multimodal Review Generation with Privacy and Fairness AwarenessCode0
Impact of Data Distribution on Fairness Guarantees in Equitable Deep LearningCode0
Towards Unbiased and Accurate Deferral to Multiple ExpertsCode0
The Devil is in the Data: Learning Fair Graph Neural Networks via Partial Knowledge DistillationCode0
Automated Bias Assessment in AI-Generated Educational Content Using CEAT FrameworkCode0
Disentangling Dialect from Social Bias via Multitask Learning to Improve FairnessCode0
A Distributed Fair Machine Learning Framework with Private Demographic Data ProtectionCode0
Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy LearningCode0
Impact Of Missing Data Imputation On The Fairness And Accuracy Of Graph Node ClassifiersCode0
SimAug: Enhancing Recommendation with Pretrained Language Models for Dense and Balanced Data AugmentationCode0
Fair admission risk prediction with proportional multicalibrationCode0
Fair and Welfare-Efficient Constrained Multi-matchings under UncertaintyCode0
A Differentiable Distance Approximation for Fairer Image ClassificationCode0
The Disparate Benefits of Deep EnsemblesCode0
Case Study: Predictive Fairness to Reduce Misdemeanor Recidivism Through Social Service InterventionsCode0
Disentangling, Amplifying, and Debiasing: Learning Disentangled Representations for Fair Graph Neural NetworksCode0
Fair Attribute Completion on Graph with Missing AttributesCode0
Fair Augmentation for Graph Collaborative FilteringCode0
Simon Says: Evaluating and Mitigating Bias in Pruned Neural Networks with Knowledge DistillationCode0
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide ImagesCode0
FairBalance: How to Achieve Equalized Odds With Data Pre-processingCode0
Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee DiscussionsCode0
Modeling Disclosive Transparency in NLP Application DescriptionsCode0
Multi-Objective Recommendation via Multivariate Policy LearningCode0
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer ProblemsCode0
ProPublica's COMPAS Data RevisitedCode0
Arbitrariness Lies Beyond the Fairness-Accuracy FrontierCode0
Fair Best Arm Identification with Fixed ConfidenceCode0
Differentially Private Representation for NLP: Formal Guarantee and An Empirical Study on Privacy and FairnessCode0
Towards Unbiased Evaluation of Time-series Anomaly DetectorCode0
Welfare and Fairness in Multi-objective Reinforcement LearningCode0
Achieving Model Fairness in Vertical Federated LearningCode0
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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