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Fairness

Papers

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Showing 2851–2900 of 5676 papers

TitleStatusHype
Measuring Equality in Machine Learning Security Defenses: A Case Study in Speech Recognition—0
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers—0
Learning Density-Based Correlated Equilibria for Markov GamesCode0
Entity Aware Modelling: A Survey—0
Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness settingCode0
Counterfactual Fair Opportunity: Measuring Decision Model Fairness with Counterfactual Reasoning—0
Preventing Discriminatory Decision-making in Evolving Data Streams—0
Individual Fairness under Uncertainty—0
Fairly Adaptive Negative Sampling for Recommendations—0
Efficiency 360: Efficient Vision TransformersCode1
Towards Fair Machine Learning Software: Understanding and Addressing Model Bias Through Counterfactual Thinking—0
Group Fairness with Uncertainty in Sensitive Attributes—0
Evaluating Trade-offs in Computer Vision Between Attribute Privacy, Fairness and Utility—0
READIN: A Chinese Multi-Task Benchmark with Realistic and Diverse Input NoisesCode0
When mitigating bias is unfair: multiplicity and arbitrariness in algorithmic group fairnessCode0
Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based RecruitmentCode1
Provable Detection of Propagating Sampling Bias in Prediction Models—0
Swap Agnostic Learning, or Characterizing Omniprediction via Multicalibration—0
Parameter-efficient Modularised Bias Mitigation via AdapterFusionCode0
Improving Recommendation Fairness via Data AugmentationCode1
The Possibility of Fairness: Revisiting the Impossibility Theorem in Practice—0
Enhancing SMT-based Weighted Model Integration by Structure AwarenessCode1
Multi-dimensional discrimination in Law and Machine Learning -- A comparative overview—0
On Comparing Fair Classifiers under Data BiasCode0
A Human-Centered Review of Algorithms in Decision-Making in Higher Education—0
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play—0
Fairness-aware Multi-view ClusteringCode0
Fair Enough: Standardizing Evaluation and Model Selection for Fairness Research in NLPCode0
A Systematic Literature Review of Human-Centered, Ethical, and Responsible AI—0
Scaling Vision Transformers to 22 Billion ParametersCode0
Towards Fairer and More Efficient Federated Learning via Multidimensional Personalized Edge Models—0
Designing Fairness in Autonomous Peer-to-peer Energy Trading—0
On Fairness and Stability: Is Estimator Variance a Friend or a Foe?—0
On Generalized Degree Fairness in Graph Neural NetworksCode0
On the Richness of Calibration—0
Machine Learning for Synthetic Data Generation: A Review—0
Fairness in Matching under Uncertainty—0
Mitigating Bias in Visual Transformers via Targeted Alignment—0
Fair Diffusion: Instructing Text-to-Image Generation Models on FairnessCode1
From Utilitarian to Rawlsian Designs for Algorithmic Fairness—0
Robustness Implies Fairness in Causal Algorithmic RecourseCode0
Ethical Considerations for Responsible Data CurationCode0
A conceptual model for leaving the data-centric approach in machine learning—0
To Be Forgotten or To Be Fair: Unveiling Fairness Implications of Machine Unlearning Methods—0
An Empirical Analysis of Fairness Notions under Differential Privacy—0
Divide and Conquer: Towards Better Embedding-based Retrieval for Recommender Systems From a Multi-task Perspective—0
Fair Minimum Representation Clustering—0
The Unfairness of Fair Machine Learning: Levelling down and strict egalitarianism by default—0
Improving Fair Training under Correlation Shifts—0
Fair Spatial Indexing: A paradigm for Group Spatial Fairness—0
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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