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Fairness

Papers

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Showing 1751–1775 of 5676 papers

TitleStatusHype
A Case Study Exploring the Current Landscape of Synthetic Medical Record Generation with Commercial LLMs—0
EMO-Debias: Benchmarking Gender Debiasing Techniques in Multi-Label Speech Emotion Recognition—0
Causal Inference with Deep Causal Graphs—0
Causal Inference under Data Restrictions—0
Causal Inference Tools for a Better Evaluation of Machine Learning—0
Are demographically invariant models and representations in medical imaging fair?—0
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond—0
Causal Inference for Recommendation: Foundations, Methods and Applications—0
Are Conventional SNNs Really Efficient? A Perspective from Network Quantization—0
Causal foundations of bias, disparity and fairness—0
Causal Feature Selection for Responsible Machine Learning—0
Are Commercial Face Detection Models as Biased as Academic Models?—0
α-Fairness User Pairing for Downlink NOMA Systems with Imperfect Successive Interference Cancellation—0
A Comprehensive Survey on Trustworthy Graph Neural Networks: Privacy, Robustness, Fairness, and Explainability—0
Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework—0
Causal Fairness-Guided Dataset Reweighting using Neural Networks—0
An Equity-Aware Recommender System for Curating Art Exhibits Based on Locally-Constrained Graph Matching—0
Causal Fairness for Outcome Control—0
Causal Fairness Analysis—0
Are Big Recommendation Models Fair to Cold Users?—0
Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness—0
Causal Explanations and XAI—0
Causal Equal Protection as Algorithmic Fairness—0
Causal Discovery for Fairness—0
A Rate-Splitting Strategy to Enable Joint Radar Sensing and Communication with Partial CSIT—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