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Fairness

Papers

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Showing 4551–4600 of 5676 papers

TitleStatusHype
Enhancing Robust Fairness via Confusional Spectral RegularizationCode0
Geometry-Aware Generation of Adversarial Point CloudsCode0
Does mitigating ML's impact disparity require treatment disparity?Code0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
Geospatial Disparities: A Case Study on Real Estate Prices in ParisCode0
Mitigating Bias in Queer Representation within Large Language Models: A Collaborative Agent ApproachCode0
Mitigating Bias in RAG: Controlling the EmbedderCode0
Mitigating Bias in Set Selection with Noisy Protected AttributesCode0
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognitionCode0
GLEE: A Unified Framework and Benchmark for Language-based Economic EnvironmentsCode0
CILIATE: Towards Fairer Class-based Incremental Learning by Dataset and Training RefinementCode0
Ensuring Fairness Beyond the Training DataCode0
ChatGPT Based Data Augmentation for Improved Parameter-Efficient Debiasing of LLMsCode0
Global Group Fairness in Federated Learning via Function TrackingCode0
Time Fairness in Online Knapsack ProblemsCode0
SCALES: From Fairness Principles to Constrained Decision-MakingCode0
GLOBE-CE: A Translation-Based Approach for Global Counterfactual ExplanationsCode0
On Biases in a UK Biobank-based Retinal Image Classification ModelCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Does Machine Bring in Extra Bias in Learning? Approximating Fairness in Models PromptlyCode0
Enumerating Fair Packages for Group RecommendationsCode0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
Balancing Competing Objectives with Noisy Data: Score-Based Classifiers for Welfare-Aware Machine LearningCode0
Predicting Race and Ethnicity From the Sequence of Characters in a NameCode0
Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making SystemsCode0
E Pluribus Unum: Guidelines on Multi-Objective Evaluation of Recommender SystemsCode0
EqGNN: Equalized Node Opportunity in GraphsCode0
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
Equal Experience in Recommender SystemsCode0
Equal Improvability: A New Fairness Notion Considering the Long-term ImpactCode0
Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual FairnessCode0
Chasing Fairness Under Distribution Shift: A Model Weight Perturbation ApproachCode0
Does Gender Matter? Towards Fairness in Dialogue SystemsCode0
Mitigating Exposure Bias in Online Learning to Rank Recommendation: A Novel Reward Model for Cascading BanditsCode0
Chasing Fairness in Graphs: A GNN Architecture PerspectiveCode0
Scaling Vision Transformers to 22 Billion ParametersCode0
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsCode0
GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative ModelsCode0
Grade Like a Human: Rethinking Automated Assessment with Large Language ModelsCode0
Grade Score: Quantifying LLM Performance in Option SelectionCode0
Equalizing Gender Biases in Neural Machine Translation with Word Embeddings TechniquesCode0
Fairness Explainability using Optimal Transport with Applications in Image ClassificationCode0
Scheduling Virtual Conferences Fairly: Achieving Equitable Participant and Speaker SatisfactionCode0
Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit RateCode0
Mitigating Gender Bias in Face Recognition Using the von Mises-Fisher Mixture ModelCode0
Equal Opportunity in Online Classification with Partial FeedbackCode0
Equipping Federated Graph Neural Networks with Structure-aware Group FairnessCode0
Predictive Uncertainty-based Bias Mitigation in RankingCode0
Gradual (In)Compatibility of Fairness CriteriaCode0
Balanced Mixed-Type Tabular Data Synthesis with Diffusion ModelsCode0
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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