SOTAVerified

Fairness

Papers

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Showing 4126–4150 of 5676 papers

TitleStatusHype
Fairness in Missing Data Imputation—0
FDGATII : Fast Dynamic Graph Attention with Initial Residual and Identity MappingCode0
Learning to Recommend Using Non-Uniform Data—0
Electricity Tariff Design via Lens of Energy Justice—0
AequeVox: Automated Fairness Testing of Speech Recognition SystemsCode0
Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and Process—0
Don't Judge Me by My Face : An Indirect Adversarial Approach to Remove Sensitive Information From Multimodal Neural Representation in Asynchronous Job Video Interviews—0
Fair Tree Classifier using Strong Demographic ParityCode0
Poisoning Attacks on Fair Machine Learning—0
Developing a novel fair-loan-predictor through a multi-sensitive debiasing pipeline: DualFairCode0
Dynamic Slimmable Denoising Network—0
Nothing Wasted: Full Contribution Enforcement in Federated Edge Learning—0
GrowSpace: Learning How to Shape Plants—0
Making Corgis Important for Honeycomb Classification: Adversarial Attacks on Concept-based Explainability Tools—0
Recommending POIs for Tourists by User Behavior Modeling and Pseudo-RatingCode0
Logic Constraints to Feature Importances—0
SAR-Net: A Scenario-Aware Ranking Network for Personalized Fair Recommendation in Hundreds of Travel Scenarios—0
Zero-bias Deep Neural Network for Quickest RF Signal Surveillance—0
Deciding What's Fair: Challenges of Applying Reinforcement Learning in Online Marketplaces—0
The Rich Get Richer: Disparate Impact of Semi-Supervised LearningCode0
Improving Gender Fairness of Pre-Trained Language Models without Catastrophic Forgetting—0
Intriguing Properties of Input-dependent Randomized Smoothing—0
Fair Regression under Sample Selection Bias—0
Measure Twice, Cut Once: Quantifying Bias and Fairness in Deep Neural Networks—0
Certifying Robustness to Programmable Data Bias in Decision Trees—0
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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