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Fairness

Papers

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Showing 4851–4900 of 5676 papers

TitleStatusHype
Tilted Empirical Risk MinimizationCode1
Regularized Online Allocation Problems: Fairness and Beyond—0
Fairness constraints can help exact inference in structured prediction—0
Masking Actor Information Leads to Fairer Political Claims Detection—0
Machine learning fairness notions: Bridging the gap with real-world applications—0
FairRec: Fairness-aware News Recommendation with Decomposed Adversarial Learning—0
Evaluation of Fairness Trade-offs in Predicting Student Success—0
Efficient Mining Cluster Selection for Blockchain-based Cellular V2X Communications—0
PAC-Bayesian Bound for the Conditional Value at Risk—0
SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness—0
Fairness with Overlapping Groups—0
On Fair Selection in the Presence of Implicit Variance—0
A Framework for Fairness in Two-Sided Marketplaces—0
Fairness without Demographics through Adversarially Reweighted LearningCode1
Fair Performance Metric Elicitation—0
Distributional Individual Fairness in ClusteringCode0
PipeSim: Trace-driven Simulation of Large-Scale AI Operations Platforms—0
How fair can we go in machine learning? Assessing the boundaries of fairness in decision treesCode0
Improving LIME Robustness with Smarter Locality SamplingCode0
Verifying Individual Fairness in Machine Learning Models—0
Federated Learning Meets Multi-objective OptimizationCode1
Representation via Representations: Domain Generalization via Adversarially Learned Invariant Representations—0
Mitigating Bias in Online Microfinance Platforms: A Case Study on Kiva.org—0
Accelerating Safe Reinforcement Learning with Constraint-mismatched Policies—0
Fair Active LearningCode0
Two Simple Ways to Learn Individual Fairness Metrics from Data—0
Achieving Fairness via Post-Processing in Web-Scale Recommender Systems—0
Fair clustering via equitable group representations—0
Structured Massive Access for Scalable Cell-Free Massive MIMO Systems—0
Fair Hierarchical Clustering—0
Towards Threshold Invariant Fair Classification—0
Individual Calibration with Randomized Forecasting—0
Algorithmic Decision Making with Conditional FairnessCode1
Fairness Through Robustness: Investigating Robustness Disparity in Deep LearningCode1
Deep Learning feature selection to unhide demographic recommender systems factors—0
LimeOut: An Ensemble Approach To Improve Process Fairness—0
Solving Constrained CASH Problems with ADMM—0
Fairness-Oriented Semi-Chaotic Genetic Algorithm-Based Channel Assignment Technique for Nodes Starvation Problem in Wireless Mesh Network—0
Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context—0
Quality Management of Machine Learning Systems—0
Learning Smooth and Fair Representations—0
Causal intersectionality for fair rankingCode1
On Adversarial Bias and the Robustness of Fair Machine LearningCode0
Intra-Processing Methods for Debiasing Neural NetworksCode1
Towards Model-Agnostic Post-Hoc Adjustment for Balancing Ranking Fairness and Algorithm UtilityCode0
Causal Inference with Deep Causal Graphs—0
Fairness Under Feature Exemptions: Counterfactual and Observational Measures—0
On Disentangled Representations Learned From Correlated DataCode1
Fair Influence Maximization: A Welfare Optimization Approach—0
Quota-based debiasing can decrease representation of already underrepresented groupsCode0
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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