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Fairness

Papers

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Showing 2701–2750 of 5676 papers

TitleStatusHype
EvalRS 2023. Well-Rounded Recommender Systems For Real-World DeploymentsCode1
FairRec: Fairness Testing for Deep Recommender SystemsCode1
Systemic Fairness—0
Beyond Submodularity: A Unified Framework of Randomized Set Selection with Group Fairness Constraints—0
Fair Grading Algorithms for Randomized Exams—0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
Maximal Fairness—0
Auditing ICU Readmission Rates in an Clinical Database: An Analysis of Risk Factors and Clinical Outcomes—0
Learning Optimal Fair Scoring Systems for Multi-Class Classification—0
HRS-Bench: Holistic, Reliable and Scalable Benchmark for Text-to-Image ModelsCode1
Analysing Fairness of Privacy-Utility Mobility Models—0
Linking a predictive model to causal effect estimation—0
CAFIN: Centrality Aware Fairness inducing IN-processing for Unsupervised Representation Learning on GraphsCode0
Achieving Long-term Fairness in Submodular Maximization through Randomization—0
VARS: Video Assistant Referee System for Automated Soccer Decision Making from Multiple ViewsCode1
FairPilot: An Explorative System for Hyperparameter Tuning through the Lens of Fairness—0
Artificial Intelligence/Operations Research Workshop 2 Report Out—0
Information-Theoretic Testing and Debugging of Fairness Defects in Deep Neural Networks—0
Reweighted Mixup for Subpopulation Shift—0
CILIATE: Towards Fairer Class-based Incremental Learning by Dataset and Training RefinementCode0
Connecting Fairness in Machine Learning with Public Health Equity—0
Best Arm Identification with Fairness Constraints on Subpopulations—0
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural NetworksCode0
Fairness through Aleatoric UncertaintyCode0
Interpretable Unified Language CheckingCode1
Assessing Perceived Fairness from Machine Learning Developer's Perspective—0
Inductive Graph UnlearningCode0
GPT detectors are biased against non-native English writersCode1
Blaming Humans and Machines: What Shapes People's Reactions to Algorithmic Harm—0
A Transformer-Based Deep Learning Approach for Fairly Predicting Post-Liver Transplant Risk Factors—0
Evaluating Online Bandit Exploration In Large-Scale Recommender System—0
Fairness-Aware Optimization of Vehicle-to-Vehicle Interaction for Smart EV Charging Coordination—0
Globalizing Fairness Attributes in Machine Learning: A Case Study on Health in Africa—0
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene UnderstandingCode0
Incremental Verification of Neural NetworksCode1
Counterfactual Learning on Graphs: A SurveyCode2
Learning by Grouping: A Multilevel Optimization Framework for Improving Fairness in Classification without Losing Accuracy—0
Fair-CDA: Continuous and Directional Augmentation for Group Fairness—0
Predictive Heterogeneity: Measures and Applications—0
To be Robust and to be Fair: Aligning Fairness with Robustness—0
Mitigating Source Bias for Fairer Weak SupervisionCode0
FairGen: Towards Fair Graph Generation—0
Non-Invasive Fairness in Learning through the Lens of Data Drift—0
Fairness-Aware Data Valuation for Supervised Learning—0
Implicit Visual Bias Mitigation by Posterior Estimate Sharpening of a Bayesian Neural Network—0
Fairlearn: Assessing and Improving Fairness of AI Systems—0
Fair Federated Medical Image Segmentation via Client Contribution Estimation—0
Model and Evaluation: Towards Fairness in Multilingual Text Classification—0
Metrics for Dataset Demographic Bias: A Case Study on Facial Expression RecognitionCode0
Measuring Self-Preferencing on Digital Platforms—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