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Fairness

Papers

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Showing 2051–2075 of 5676 papers

TitleStatusHype
On the Nonconvexity of Push-Forward Constraints and Its Consequences in Machine Learning—0
Don't Forget What I did?: Assessing Client Contributions in Federated Learning—0
Monotone Individual Fairness—0
Debiased Noise Editing on Foundation Models for Fair Medical Image ClassificationCode0
FairTargetSim: An Interactive Simulator for Understanding and Explaining the Fairness Effects of Target Variable Definition—0
Measuring Bias in a Ranked List using Term-based Representations—0
APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation—0
SeeGULL Multilingual: a Dataset of Geo-Culturally Situated StereotypesCode0
Evaluating Text-to-Image Generative Models: An Empirical Study on Human Image SynthesisCode0
VTruST: Controllable value function based subset selection for Data-Centric Trustworthy AI—0
Provable Multi-Party Reinforcement Learning with Diverse Human Feedback—0
Fairness-Aware Interpretable Modeling (FAIM) for Trustworthy Machine Learning in HealthcareCode0
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System—0
Boosting Fairness and Robustness in Over-the-Air Federated Learning—0
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated LearningCode0
The Case for Globalizing Fairness: A Mixed Methods Study on Colonialism, AI, and Health in Africa—0
An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4Code0
Recommendations for Government Development and Use of Advanced Automated Systems to Make Decisions about Individuals—0
Bipartite Graph Variational Auto-Encoder with Fair Latent Representation to Account for Sampling Bias in Ecological Networks—0
Towards Fair and Efficient Learning-based Congestion ControlCode0
Domain adaptation, Explainability & Fairness in AI for Medical Image Analysis: Diagnosis of COVID-19 based on 3-D Chest CT-scansCode0
EMOVOME: A Dataset for Emotion Recognition in Spontaneous Real-Life SpeechCode0
Critical windows: non-asymptotic theory for feature emergence in diffusion models—0
Exploring Fairness for FAS-assisted Communication Systems: from NOMA to OMA—0
Blockchain-empowered Federated Learning: Benefits, Challenges, and SolutionsCode0
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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