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Fairness

Papers

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Showing 3901–3950 of 5676 papers

TitleStatusHype
Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics—0
Towards Measuring Fairness in Speech Recognition: Casual Conversations Dataset Transcriptions—0
Personalized Federated Learning through Local MemorizationCode1
Fairness Testing of Deep Image Classification with Adequacy Metrics—0
CONFAIR: Configurable and Interpretable Algorithmic Fairness—0
Measuring Fairness of Text Classifiers via Prediction Sensitivity—0
Fair NLP Models with Differentially Private Text Encoders—0
Legal Fairness Analysis via Treatment Effect Estimation—0
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing—0
Your fairness may vary: Pretrained language model fairness in toxic text classification—0
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold—0
Interpretable and Fair Boolean Rule Sets via Column Generation—0
Fairness-aware Online Price Discrimination with Nonparametric Demand Models—0
LIMEcraft: Handcrafted superpixel selection and inspection for Visual eXplanationsCode0
Randomized Classifiers vs Human Decision-Makers: Trustworthy AI May Have to Act Randomly and Society Seems to Accept This—0
Property Inference Attacks Against GANsCode0
What Should We Optimize in Participatory Budgeting? An Experimental Study—0
A Practical guide on Explainable AI Techniques applied on Biomedical use case applications—0
FairAutoML: Embracing Unfairness Mitigation in AutoML—0
Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System—0
Local Justice and the Algorithmic Allocation of Societal Resources—0
Understanding and Mitigating Multi-Sided Exposure Bias in Recommender Systems—0
Can Information Flows Suggest Targets for Interventions in Neural Circuits?Code0
Unified Group Fairness on Federated Learning—0
Ethically aligned Deep Learning: Unbiased Facial Aesthetic Prediction—0
Identifying Best Fair Intervention—0
Group-Aware Threshold Adaptation for Fair Classification—0
Information-Theoretic Bias Assessment Of Learned Representations Of Pretrained Face Recognition—0
Proposing an Interactive Audit Pipeline for Visual Privacy Research—0
Increasing Fairness in Predictions Using Bias Parity Score Based Loss Function Regularization—0
Whistleblower protection in the digital age -- why 'anonymous' is not enough. From technology to a wider view of governance—0
Modeling Techniques for Machine Learning Fairness: A Survey—0
Large Scale Diverse Combinatorial Optimization: ESPN Fantasy Football Player Trades—0
Fair-SSL: Building fair ML Software with less dataCode0
Exploring Explainable AI in the Financial Sector: Perspectives of Banks and Supervisory Authorities—0
Strategyproof and Proportionally Fair Facility Location—0
Towards Fairness-Aware Federated Learning—0
Constructing a Psychometric Testbed for Fair Natural Language ProcessingCode0
Can We Improve Model Robustness through Secondary Attribute Counterfactuals?—0
The Effect of Round-Trip Translation on Fairness in Sentiment Analysis—0
Semi-automatic Triage of Requests for Free Legal Assistance—0
Low-Cost Algorithmic Recourse for Users With Uncertain Cost FunctionsCode0
Calibrating Explore-Exploit Trade-off for Fair Online Learning to Rank—0
Resource-Efficient Federated LearningCode1
Unintended Selection: Persistent Qualification Rate Disparities and Interventions—0
Reproducibility as a Mechanism for Teaching Fairness, Accountability, Confidentiality, and Transparency in Artificial Intelligence—0
FairER: Entity Resolution with Fairness ConstraintsCode0
Identifying and mitigating bias in algorithms used to manage patients in a pandemic—0
Reinforced Workload Distribution Fairness—0
The Golden Rule as a Heuristic to Measure the Fairness of Texts Using Machine Learning—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