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Fairness

Papers

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Showing 1401–1425 of 5676 papers

TitleStatusHype
Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node InjectionsCode0
Building Socially-Equitable Public ModelsCode0
Using Self-supervised Learning Can Improve Model FairnessCode1
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive TasksCode0
Enhancing Trust in LLMs: Algorithms for Comparing and Interpreting LLMs—0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Safeguarding Large Language Models: A Survey—0
Resource-constrained Fairness—0
Take its Essence, Discard its Dross! Debiasing for Toxic Language Detection via Counterfactual Causal EffectCode0
Differentially Private Tabular Data Synthesis using Large Language Models—0
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness BenchmarkCode2
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models—0
A Structured Review of Literature on Uncertainty in Machine Learning & Deep Learning—0
Redefining Contributions: Shapley-Driven Federated LearningCode1
Understanding and Reducing the Class-Dependent Effects of Data Augmentation with A Two-Player Game Approach—0
Fair Allocation in Dynamic Mechanism Design—0
Pursuing Overall Welfare in Federated Learning through Sequential Decision MakingCode1
Can Machine Learning Assist in Diagnosis of Primary Immune Thrombocytopenia? A feasibility study—0
No-Regret Learning for Fair Multi-Agent Social Welfare Optimization—0
Intersectional Unfairness DiscoveryCode0
Fair Machine Learning for Healthcare Requires Recognizing the Intersectionality of Sociodemographic Factors, a Case Study—0
Threshold-Independent Fair Matching through Score CalibrationCode0
Algorithmic Fairness in Performative Policy Learning: Escaping the Impossibility of Group Fairness—0
Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee DiscussionsCode0
Significance of Chain of Thought in Gender Bias Mitigation for English-Dravidian Machine Translation—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