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Fairness

Papers

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Showing 5451–5500 of 5676 papers

TitleStatusHype
Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness settingCode0
Zipf Matrix Factorization : Matrix Factorization with Matthew Effect ReductionCode0
LoGoFair: Post-Processing for Local and Global Fairness in Federated LearningCode0
Counterfactually Fair RepresentationCode0
What's the Harm? Sharp Bounds on the Fraction Negatively Affected by TreatmentCode0
An Empirical Study of Gendered Stereotypes in Emotional Attributes for Bangla in Multilingual Large Language ModelsCode0
An Empirical Comparison of Bias Reduction Methods on Real-World Problems in High-Stakes Policy SettingsCode0
FairRR: Pre-Processing for Group Fairness through Randomized ResponseCode0
A Framework for Democratizing AICode0
Long-Term Fair Decision Making through Deep Generative ModelsCode0
Fair Sampling in Diffusion Models through Switching MechanismCode0
Scalable and Order-robust Continual Learning with Additive Parameter DecompositionCode0
Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement LearningCode0
Counterfactually Fair Prediction Using Multiple Causal ModelsCode0
Towards Harmless Rawlsian Fairness Regardless of Demographic PriorCode0
Counterfactual Graph Augmentation for Consumer Unfairness Mitigation in Recommender SystemsCode0
A Convex Framework for Fair RegressionCode0
FairSense: Long-Term Fairness Analysis of ML-Enabled SystemsCode0
Fair Sequential Selection Using Supervised Learning ModelsCode0
Long-Term Fairness in Sequential Multi-Agent Selection with Positive ReinforcementCode0
Towards Algorithmic Fairness by means of Instance-level Data Re-weighting based on Shapley ValuesCode0
Impossibility theorems involving weakenings of expansion consistency and resoluteness in votingCode0
FairSight: Visual Analytics for Fairness in Decision MakingCode0
Sustaining Fairness via Incremental LearningCode0
Lookahead Counterfactual FairnessCode0
Analyzing the Effect of Sampling in GNNs on Individual FairnessCode0
FairSort: Learning to Fair Rank for Personalized Recommendations in Two-Sided PlatformsCode0
Retiring ΔDP: New Distribution-Level Metrics for Demographic ParityCode0
A Fair Post-Processing Method based on the MADD Metric for Predictive Student ModelsCode0
Loss-Aversively Fair ClassificationCode0
FairSSD: Understanding Bias in Synthetic Speech DetectorsCode0
Loss Balancing for Fair Supervised LearningCode0
Towards Human-centered Explainable AI: A Survey of User Studies for Model ExplanationsCode0
Over-the-Air Fair Federated Learning via Multi-Objective OptimizationCode0
FairStream: Fair Multimedia Streaming Benchmark for Reinforcement Learning AgentsCode0
Unfair Utilities and First Steps Towards Improving ThemCode0
Loss Tolerant Federated LearningCode0
Low-Cost Algorithmic Recourse for Users With Uncertain Cost FunctionsCode0
Towards Intersectionality in Machine Learning: Including More Identities, Handling Underrepresentation, and Performing EvaluationCode0
Fair Summarization: Bridging Quality and Diversity in Extractive SummariesCode0
Fair Supervised Learning with A Simple Random Sampler of Sensitive AttributesCode0
FairSync: Ensuring Amortized Group Exposure in Distributed Recommendation RetrievalCode0
Assessing Social and Intersectional Biases in Contextualized Word RepresentationsCode0
Fair Resource Allocation in Federated LearningCode0
Wasserstein Fair ClassificationCode0
Fair Text Classification with Wasserstein IndependenceCode0
DPack: Efficiency-Oriented Privacy Budget SchedulingCode0
LTP-MMF: Towards Long-term Provider Max-min Fairness Under Recommendation Feedback LoopsCode0
FairTP: A Prolonged Fairness Framework for Traffic PredictionCode0
LUCID: Exposing Algorithmic Bias through Inverse DesignCode0
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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