SOTAVerified

Fairness

Papers

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Showing 5251–5275 of 5676 papers

TitleStatusHype
Learning Edge Properties in Graphs from Path AggregationsCode0
Learning Efficient and Fair Policies for Uncertainty-Aware Collaborative Human-Robot Order PickingCode0
Streaming Algorithms for Diversity Maximization with Fairness ConstraintsCode0
On the (im)possibility of fairnessCode0
Fair and Representative Subset Selection from Data StreamsCode0
Learning Fair and Interpretable Representations via Linear OrthogonalizationCode0
On the (In)Compatibility between Group Fairness and Individual FairnessCode0
Adaptive Bounded Exploration and Intermediate Actions for Data DebiasingCode0
On the Inductive Biases of Demographic Parity-based Fair Learning AlgorithmsCode0
Striking a Balance in Fairness for Dynamic Systems Through Reinforcement LearningCode0
The Price of Local Fairness in Multistage SelectionCode0
Blackbox Post-Processing for Multiclass FairnessCode0
On the Interplay of Human-AI Alignment,Fairness, and Performance Trade-offs in Medical ImagingCode0
Fairness in Multi-Task Learning via Wasserstein BarycentersCode0
Learning Fair Models without Sensitive Attributes: A Generative ApproachCode0
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination PatternsCode0
Fairness in Ranking: Robustness through Randomization without the Protected AttributeCode0
Bias Behind the Wheel: Fairness Testing of Autonomous Driving SystemsCode0
Achieving Group Fairness through Independence in Predictive Process MonitoringCode0
Bipartite Ranking Fairness through a Model Agnostic Ordering AdjustmentCode0
Individual Fairness under Varied Notions of Group Fairness in Bipartite Matching - One Framework to Approximate Them AllCode0
The Pursuit of Algorithmic Fairness: On "Correcting" Algorithmic Unfairness in a Child Welfare Reunification Success ClassifierCode0
Rejected Dialects: Biases Against African American Language in Reward ModelsCode0
Bigger Data or Fairer Data? Augmenting BERT via Active Sampling for Educational Text ClassificationCode0
Towards Fairness-Aware Adversarial LearningCode0
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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