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Fairness

Papers

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Showing 2451–2500 of 5676 papers

TitleStatusHype
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
Collaborative Policy Learning for Dynamic Scheduling Tasks in Cloud-Edge-Terminal IoT Networks Using Federated Reinforcement Learning—0
FairPrism: Evaluating Fairness-Related Harms in Text GenerationCode1
FARMUR: Fair Adversarial Retraining to Mitigate Unfairness in Robustness—0
Automatic Counterfactual Augmentation for Robust Text Classification Based on Word-Group Search—0
Hierarchical Federated Learning Incentivization for Gas Usage Estimation—0
Transformers in Healthcare: A Survey—0
On the Cause of Unfairness: A Training Sample Perspective—0
FFPDG: Fast, Fair and Private Data Generation—0
Improving Fairness in Deepfake DetectionCode1
Learning Fair Classifiers via Min-Max F-divergence Regularization—0
Systematic analysis of the impact of label noise correction on ML FairnessCode0
Simulating counterfactualsCode0
A Three-Way Knot: Privacy, Fairness, and Predictive Performance Dynamics—0
FAIRER: Fairness as Decision Rationale Alignment—0
Balanced Filtering via Disclosure-Controlled Proxies—0
Fairness Aware Counterfactuals for Subgroups—0
Toward Fairness Through Fair Multi-Exit Framework for Dermatological Disease Diagnosis—0
Insights From Insurance for Fair Machine Learning—0
Privacy and Fairness in Federated Learning: on the Perspective of Trade-off—0
Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource ConstraintsCode0
Trading-off price for data quality to achieve fair online allocation—0
Recent Developments in Recommender Systems: A Survey—0
Quantum Pufferfish Privacy: A Flexible Privacy Framework for Quantum Systems—0
Auditing Predictive Models for Intersectional Biases—0
Precision psychiatry: predicting predictability—0
Verifying Global Neural Network Specifications using Hyperproperties—0
Sampling Individually-Fair Rankings that are Always Group Fair—0
Intersectionality and Testimonial Injustice in Medical Records—0
Factors Affecting the Performance of Automated Speaker Verification in Alzheimer's Disease Clinical Trials—0
Towards Characterizing Domain Counterfactuals For Invertible Latent Causal ModelsCode0
CAPRI: Context-Aware Interpretable Point-of-Interest Recommendation FrameworkCode1
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models—0
A Preliminary Study of ChatGPT on News Recommendation: Personalization, Provider Fairness, Fake NewsCode0
Front-door Adjustment Beyond Markov Equivalence with Limited Graph Knowledge—0
Fairness-aware Message Passing for Graph Neural Networks—0
Insufficiently Justified Disparate Impact: A New Criterion for Subgroup Fairness—0
Fairness Index Measures to Evaluate Bias in Biometric Recognition—0
Gender Bias in Transformer Models: A comprehensive survey—0
Fair Causal Feature Selection—0
Dual Node and Edge Fairness-Aware Graph Partition—0
Fairness in Multi-Task Learning via Wasserstein BarycentersCode0
Fairness in Preference-based Reinforcement Learning—0
Subset Selection Based On Multiple Rankings in the Presence of Bias: Effectiveness of Fairness Constraints for Multiwinner Voting Score FunctionsCode0
Arbitrariness Lies Beyond the Fairness-Accuracy FrontierCode0
Fast and Examination-agnostic Reciprocal Recommendation in Matching Markets—0
Datasheets for Machine Learning Sensors: Towards Transparency, Auditability, and Responsibility for Intelligent Sensing—0
FFB: A Fair Fairness Benchmark for In-Processing Group Fairness MethodsCode1
Harvard Glaucoma Fairness: A Retinal Nerve Disease Dataset for Fairness Learning and Fair Identity NormalizationCode1
Fix Fairness, Don't Ruin Accuracy: Performance Aware Fairness Repair using AutoMLCode0
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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