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Fairness

Papers

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Showing 4001–4050 of 5676 papers

TitleStatusHype
Data-Driven Methods for Balancing Fairness and Efficiency in Ride-PoolingCode0
Automated Testing of AI Models—0
Predictability and Fairness in Load Aggregation and Operations of Virtual Power Plants—0
Federating for Learning Group Fair Models—0
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing—0
Investigating Fairness of Ocular Biometrics Among Young, Middle-Aged, and Older Adults—0
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley ValuesCode1
Trustworthy AI: From Principles to Practices—0
Efficiency, Fairness, and Stability in Non-Commercial Peer-to-Peer Ridesharing—0
An Empirical Investigation of Learning from Biased Toxicity Labels—0
Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations—0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes—0
Consider the Alternatives: Navigating Fairness-Accuracy Tradeoffs via Disqualification—0
FairFed: Enabling Group Fairness in Federated Learning—0
A survey on datasets for fairness-aware machine learningCode1
Evaluating the fairness of fine-tuning strategies in self-supervised learning—0
Algorithm Fairness in AI for Medicine and Healthcare—0
A Fair Generative Model Using Total Variation Distance—0
Visual Representation Learning over Latent Domains—0
Understanding the robustness-accuracy tradeoff by rethinking robust fairness—0
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning—0
L_q regularization for Fairness AI robust to sampling bias—0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment—0
AestheticNet: Reducing bias in facial data sets under ethical considerations—0
Fair AutoML Through Multi-objective Optimization—0
Fine-Tuning from Limited Feedbacks—0
Reinforcement Learning with Ex-Post Max-Min Fairness—0
On Learning with Fairness Trade-Offs—0
Non-convex Optimization for Learning a Fair Predictor under Equalized Loss Fairness Constraint—0
A new look at fairness in stochastic multi-armed bandit problems—0
Exploring unfairness in Integrated Gradients based attribution methods—0
Debiasing Pretrained Text Encoders by Paying Attention to Paying Attention—0
Generalized Demographic Parity for Group FairnessCode0
Understanding Overfitting in Reweighting Algorithms for Worst-group Performance—0
Diverse Client Selection for Federated Learning via Submodular Maximization—0
Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling—0
Fairness Guarantees under Demographic Shift—0
Scaling Fair Learning to Hundreds of Intersectional Groups—0
Fairness-aware Federated Learning—0
Adversarial Fairness Network—0
Equalized Robustness: Towards Sustainable Fairness Under Distributional Shifts—0
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness—0
Fairness-Driven Private Collaborative Machine Learning—0
A Sociotechnical View of Algorithmic Fairness—0
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble FrameworkCode0
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsCode0
On the Fairness of Swarm Learning in Skin Lesion Classification—0
SD-QA: Spoken Dialectal Question Answering for the Real WorldCode1
SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning—0
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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