SOTAVerified

Fairness

Papers

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Showing 2626–2650 of 5676 papers

TitleStatusHype
A survey on bias in machine learning research—0
Collect, Measure, Repeat: Reliability Factors for Responsible AI Data CollectionCode0
FairMonitor: A Four-Stage Automatic Framework for Detecting Stereotypes and Biases in Large Language Models—0
Systematic Offensive Stereotyping (SOS) Bias in Language Models—0
GBM-based Bregman Proximal Algorithms for Constrained LearningCode0
A Survey on Fairness in Large Language Models—0
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents—0
Revisiting Skin Tone Fairness in Dermatological Lesion ClassificationCode0
Disparity, Inequality, and Accuracy Tradeoffs in Graph Neural Networks for Node ClassificationCode0
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces—0
Differential Privacy, Linguistic Fairness, and Training Data Influence: Impossibility and Possibility Theorems for Multilingual Language Models—0
Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities—0
Fair GANs through model rebalancing for extremely imbalanced class distributions—0
Unbiased Decisions Reduce Regret: Adversarial Domain Adaptation for the Bank Loan Problem—0
Fairness and Privacy in Federated Learning and Their Implications in HealthcareCode0
Generative InterpretationCode0
Benign Shortcut for Debiasing: Fair Visual Recognition via Intervention with Shortcut Features—0
LTP-MMF: Towards Long-term Provider Max-min Fairness Under Recommendation Feedback LoopsCode0
FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare—0
EFX Allocations Exist for Binary Valuations—0
Exploring Multilingual Text Data DistillationCode0
Addressing Racial Bias in Facial Emotion Recognition—0
School Choice with Multiple Priorities—0
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?Code0
Unmasking Nationality Bias: A Study of Human Perception of Nationalities in AI-Generated Articles—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