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Fairness

Papers

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Showing 4451–4500 of 5676 papers

TitleStatusHype
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate AdaptersCode0
A Comprehensive Empirical Study of Bias Mitigation Methods for Machine Learning ClassifiersCode0
Equalized odds postprocessing under imperfect group informationCode0
DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?Code0
Sampling a Near Neighbor in High Dimensions -- Who is the Fairest of Them All?Code0
From Interests to Insights: An LLM Approach to Course Recommendations Using Natural Language QueriesCode0
Sampling in Constrained Domains with Orthogonal-Space Variational Gradient DescentCode0
MEDFAIR: Benchmarking Fairness for Medical ImagingCode0
Efficient Algorithms For Fair Clustering with a New Fairness NotionCode0
Collapsed Language Models Promote FairnessCode0
Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP TasksCode0
DPER: Dynamic Programming for Exist-Random Stochastic SATCode0
MedImageInsight: An Open-Source Embedding Model for General Domain Medical ImagingCode0
Variational Fair ClusteringCode0
SHAP-XRT: The Shapley Value Meets Conditional Independence TestingCode0
Efficient Estimation of Shortest-Path Distance Distributions to Samples in GraphsCode0
TCNL: Transparent and Controllable Network Learning Via Embedding Human-Guided ConceptsCode0
From Soft Classifiers to Hard Decisions: How fair can we be?Code0
Balancing the Scales: Reinforcement Learning for Fair ClassificationCode0
Balancing Fairness and Efficiency in Traffic Routing via Interpolated Traffic AssignmentCode0
Merit-based Fair Combinatorial Semi-Bandit with Unrestricted Feedback DelaysCode0
Positivity-free Policy Learning with Observational DataCode0
Closing the Gender Wage Gap: Adversarial Fairness in Job RecommendationCode0
Do the Machine Learning Models on a Crowd Sourced Platform Exhibit Bias? An Empirical Study on Model FairnessCode0
FUGNN: Harmonizing Fairness and Utility in Graph Neural NetworksCode0
Post-Comparison Mitigation of Demographic Bias in Face Recognition Using Fair Score NormalizationCode0
Sampling Ex-Post Group-Fair RankingsCode0
Post-hoc Bias Scoring Is Optimal For Fair ClassificationCode0
Are You Getting What You Pay For? Auditing Model Substitution in LLM APIsCode0
Policy Learning with Observational DataCode0
Fundamental Limits of Perfect Concept ErasureCode0
Sampling with Trusthworthy Constraints: A Variational Gradient FrameworkCode0
Efficient Task-Specific Data Valuation for Nearest Neighbor AlgorithmsCode0
Sampling with Trusthworthy Constraints: A Variational Gradient FrameworkCode0
Through the Data Management Lens: Experimental Analysis and Evaluation of Fair ClassificationCode0
Post-processing for Fair Regression via Explainable SVDCode0
GANTouch: An Attack-Resilient Framework for Touch-based Continuous Authentication SystemCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
Post-processing for Individual FairnessCode0
Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision MakingCode0
Classification with Fairness Constraints: A Meta-Algorithm with Provable GuaranteesCode0
GBM-based Bregman Proximal Algorithms for Constrained LearningCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Domain Adaptive Decision Trees: Implications for Accuracy and FairnessCode0
An Algorithmic Framework for Fairness ElicitationCode0
Teach2Eval: An Indirect Evaluation Method for LLM by Judging How It TeachesCode0
Domain adaptation, Explainability & Fairness in AI for Medical Image Analysis: Diagnosis of COVID-19 based on 3-D Chest CT-scansCode0
Metric-DST: Mitigating Selection Bias Through Diversity-Guided Semi-Supervised Metric LearningCode0
A Study of Implicit Ranking Unfairness in Large Language ModelsCode0
Through the Fairness Lens: Experimental Analysis and Evaluation of Entity MatchingCode0
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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