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Fairness

Papers

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Showing 1451–1500 of 5676 papers

TitleStatusHype
Conditioning on Time is All You Need for Synthetic Survival Data GenerationCode0
FUGNN: Harmonizing Fairness and Utility in Graph Neural NetworksCode0
Causal Concept Graph Models: Beyond Causal Opacity in Deep LearningCode0
Fair Federated Learning under Domain Skew with Local Consistency and Domain DiversityCode1
Revisit, Extend, and Enhance Hessian-Free Influence Functions—0
Guaranteeing Accuracy and Fairness under Fluctuating User Traffic: A Bankruptcy-Inspired Re-ranking Approach—0
Quantifying the Cross-sectoral Intersecting Discrepancies within Multiple Groups Using Latent Class Analysis Towards Fairness—0
The Impact and Opportunities of Generative AI in Fact-Checking—0
GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction—0
A3:Ambiguous Aberrations Captured via Astray-Learning for Facial Forgery Semantic Sublimation—0
Fairness-Accuracy Trade-Offs: A Causal PerspectiveCode0
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making—0
Harmful Speech Detection by Language Models Exhibits Gender-Queer Dialect Bias—0
Conformal Classification with Equalized Coverage for Adaptively Selected GroupsCode0
Fairness Hub Technical Briefs: Definition and Detection of Distribution Shift—0
Local Causal Discovery for Structural Evidence of Direct DiscriminationCode0
Synthetic Data Generation for Intersectional Fairness by Leveraging Hierarchical Group Structure—0
A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results—0
A Uniform Concentration Inequality for Kernel-Based Two-Sample Statistics—0
Emulating Full Participation: An Effective and Fair Client Selection Strategy for Federated Learning—0
Improving Fairness and Mitigating MADness in Generative Models—0
Mutatis Mutandis: Revisiting the Comparator in Discrimination TestingCode0
Fair Online Bilateral Trade—0
Perceptual Fairness in Image Restoration—0
FairLENS: Assessing Fairness in Law Enforcement Speech Recognition—0
Trusting Fair Data: Leveraging Quality in Fairness-Driven Data Removal Techniques—0
DispaRisk: Auditing Fairness Through Usable InformationCode0
Assessing Group Fairness with Social Welfare Optimization—0
Testing the Performance of Face Recognition for People with Down Syndrome—0
Auditing the Fairness of the US COVID-19 Forecast Hub's Case Prediction Models—0
A Polynomial-Time Approximation for Pairwise Fair k-Median Clustering—0
Biasing & Debiasing based Approach Towards Fair Knowledge Transfer for Equitable Skin Analysis—0
A survey on fairness of large language models in e-commerce: progress, application, and challenge—0
Multi-Objective Optimization-based Transmit Beamforming for Multi-Target and Multi-User MIMO-ISAC Systems—0
Continuous Multi-Link Operation: A Contention-Free Mechanism for the Unlicensed Spectrum—0
The Unfairness of -Fairness—0
Large Language Model Bias Mitigation from the Perspective of Knowledge Editing—0
DemOpts: Fairness corrections in COVID-19 case prediction models—0
Fair Generalized Linear Mixed ModelsCode0
Does Machine Bring in Extra Bias in Learning? Approximating Fairness in Models PromptlyCode0
Navigating LLM Ethics: Advancements, Challenges, and Future Directions—0
Achieving Fairness Through Channel Pruning for Dermatological Disease DiagnosisCode1
Mitigating federated learning contribution allocation instability through randomized aggregation—0
Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario ReductionCode0
Localized Adaptive Risk ControlCode0
Towards Marginal Fairness Sliced Wasserstein Barycenter—0
FreeVA: Offline MLLM as Training-Free Video AssistantCode2
Automating Data Annotation under Strategic Human Agents: Risks and Potential SolutionsCode0
Data Trading Combination Auction Mechanism based on the Exponential Mechanism—0
Intrinsic Fairness-Accuracy Tradeoffs under Equalized Odds—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