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Fairness

Papers

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Showing 4151–4200 of 5676 papers

TitleStatusHype
Distinguishing rule- and exemplar-based generalization in learning systemsCode0
Automated Testing of AI Models—0
Distributed Proximal Policy Optimization for Contention-Based Spectrum Access—0
Data-Driven Methods for Balancing Fairness and Efficiency in Ride-PoolingCode0
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
An Empirical Investigation of Learning from Biased Toxicity Labels—0
Trustworthy AI: From Principles to Practices—0
Investigating Fairness of Ocular Biometrics Among Young, Middle-Aged, and Older Adults—0
Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations—0
Efficiency, Fairness, and Stability in Non-Commercial Peer-to-Peer Ridesharing—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
Evaluating the fairness of fine-tuning strategies in self-supervised learning—0
Algorithm Fairness in AI for Medicine and Healthcare—0
Fair AutoML Through Multi-objective Optimization—0
Non-convex Optimization for Learning a Fair Predictor under Equalized Loss Fairness Constraint—0
Generalized Demographic Parity for Group FairnessCode0
Diverse Client Selection for Federated Learning via Submodular Maximization—0
Fairness-aware Federated Learning—0
Adversarial Fairness Network—0
Equalized Robustness: Towards Sustainable Fairness Under Distributional Shifts—0
Scaling Fair Learning to Hundreds of Intersectional Groups—0
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning—0
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness—0
L_q regularization for Fairness AI robust to sampling bias—0
AestheticNet: Reducing bias in facial data sets under ethical considerations—0
Reinforcement Learning with Ex-Post Max-Min Fairness—0
Fine-Tuning from Limited Feedbacks—0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment—0
A new look at fairness in stochastic multi-armed bandit problems—0
Visual Representation Learning over Latent Domains—0
Exploring unfairness in Integrated Gradients based attribution methods—0
Debiasing Pretrained Text Encoders by Paying Attention to Paying Attention—0
Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling—0
Fairness-Driven Private Collaborative Machine Learning—0
Understanding the robustness-accuracy tradeoff by rethinking robust fairness—0
Understanding Overfitting in Reweighting Algorithms for Worst-group Performance—0
On Learning with Fairness Trade-Offs—0
Fairness Guarantees under Demographic Shift—0
A Fair Generative Model Using Total Variation Distance—0
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble FrameworkCode0
A Sociotechnical View of Algorithmic Fairness—0
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsCode0
The Boltzmann fair division for distributive justice—0
SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning—0
On the Fairness of Swarm Learning in Skin Lesion Classification—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