SOTAVerified

Fairness

Papers

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Showing 2351–2375 of 5676 papers

TitleStatusHype
Towards Mitigating Perceived Unfairness in Contracts from a Non-Legal Stakeholder's Perspective—0
Explaining Knock-on Effects of Bias Mitigation—0
Questioning Biases in Case Judgment Summaries: Legal Datasets or Large Language Models?—0
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, ToxicityCode0
Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework—0
A data-science pipeline to enable the Interpretability of Many-Objective Feature SelectionCode0
Toward the Tradeoffs between Privacy, Fairness and Utility in Federated Learning—0
Fair Text-to-Image Diffusion via Fair Mapping—0
The Devil is in the Data: Learning Fair Graph Neural Networks via Partial Knowledge DistillationCode0
ROBBIE: Robust Bias Evaluation of Large Generative Language Models—0
Utility Fairness in Contextual Dynamic Pricing with Demand Learning—0
Survey on AI Ethics: A Socio-technical Perspective—0
Automated discovery of trade-off between utility, privacy and fairness in machine learning models—0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding—0
Leveraging Diffusion Perturbations for Measuring Fairness in Computer VisionCode0
Aiming to Minimize Alcohol-Impaired Road Fatalities: Utilizing Fairness-Aware and Domain Knowledge-Infused Artificial Intelligence—0
RAISE -- Radiology AI Safety, an End-to-end lifecycle approach—0
MedISure: Towards Assuring Machine Learning-based Medical Image Classifiers using Mixup Boundary Analysis—0
A Unified Framework for Fair Spectral Clustering With Effective Graph Learning—0
Learning Optimal and Fair Policies for Online Allocation of Scarce Societal Resources from Data Collected in Deployment—0
Algorithmic Fairness Generalization under Covariate and Dependence Shifts SimultaneouslyCode0
Enhancing Logical Reasoning in Large Language Models to Facilitate Legal Applications—0
Fair Text Classification with Wasserstein IndependenceCode0
Continuous Management of Machine Learning-Based Application BehaviorCode0
Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on ConvergenceCode0
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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