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Fairness

Papers

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Showing 5601–5650 of 5676 papers

TitleStatusHype
AequeVox: Automated Fairness Testing of Speech Recognition SystemsCode0
Conformal Classification with Equalized Coverage for Adaptively Selected GroupsCode0
Robustness Disparities in Face DetectionCode0
Robustness Implies Fairness in Causal Algorithmic RecourseCode0
Robustness in Fairness against Edge-level Perturbations in GNN-based RecommendationCode0
A Sequentially Fair Mechanism for Multiple Sensitive AttributesCode0
Conditioning on Time is All You Need for Synthetic Survival Data GenerationCode0
f-FERM: A Scalable Framework for Robust Fair Empirical Risk MinimizationCode0
Maximizing Marginal Fairness for Dynamic Learning to RankCode0
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, ToxicityCode0
Maximizing Submodular Functions for Recommendation in the Presence of BiasesCode0
Adversarial Learning for Counterfactual FairnessCode0
Maximum Weighted Loss DiscrepancyCode0
Fighting Fire with Fire: Using Antidote Data to Improve Polarization and Fairness of Recommender SystemsCode0
The What-If Tool: Interactive Probing of Machine Learning ModelsCode0
A Semidefinite Relaxation Approach for Fair Graph ClusteringCode0
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning ApproachCode0
Robust Optimization for Fairness with Noisy Protected GroupsCode0
Robust Recommender System: A Survey and Future DirectionsCode0
TaCo: Targeted Concept Erasure Prevents Non-Linear Classifiers From Detecting Protected AttributesCode0
RoCar: A Relationship Network-based Evaluation Method for Large Language ModelsCode0
FineFACE: Fair Facial Attribute Classification Leveraging Fine-grained FeaturesCode0
A Semantic-Aware Multiple Access Scheme for Distributed, Dynamic 6G-Based ApplicationsCode0
Fine-Grained Fairness Analysis of Abusive Language Detection Systems with CheckListCode0
Maxmin Participatory BudgetingCode0
Conditional Supervised Contrastive Learning for Fair Text ClassificationCode0
Take its Essence, Discard its Dross! Debiasing for Toxic Language Detection via Counterfactual Causal EffectCode0
A Clarification of the Nuances in the Fairness Metrics LandscapeCode0
MCRAGE: Synthetic Healthcare Data for FairnessCode0
MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes BenchmarkCode0
Mean Parity Fair Regression in RKHSCode0
"All that Glitters": Approaches to Evaluations with Unreliable Model and Human AnnotationsCode0
FairZK: A Scalable System to Prove Machine Learning Fairness in Zero-KnowledgeCode0
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
Fix Fairness, Don't Ruin Accuracy: Performance Aware Fairness Repair using AutoMLCode0
AI-driven Prices for Externalities and Sustainability in Production MarketsCode0
Comprehensive Fair Meta-learned Recommender SystemCode0
Compositional Fairness Constraints for Graph EmbeddingsCode0
FLEA: Provably Robust Fair Multisource Learning from Unreliable Training DataCode0
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language ModelsCode0
Flexible and Robust Counterfactual Explanations with Minimal Satisfiable PerturbationsCode0
FairICP: Encouraging Equalized Odds via Inverse Conditional PermutationCode0
Flexible FOND Planning with Explicit Fairness AssumptionsCode0
Flexible Group Fairness Metrics for Survival AnalysisCode0
Measuring and Addressing Indexical Bias in Information RetrievalCode0
Talent or Luck? Evaluating Attribution Bias in Large Language ModelsCode0
FlipTest: Fairness Testing via Optimal TransportCode0
Balancing the Tradeoff between Profit and Fairness in Rideshare Platforms During High-Demand HoursCode0
Safe Collaborative FilteringCode0
Composing Agents to Minimize Worst-case RiskCode0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

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