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Fairness

Papers

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Showing 3651–3700 of 5676 papers

TitleStatusHype
Fair Contrastive Learning for Facial Attribute ClassificationCode1
Longitudinal Fairness with Censorship—0
Learning Fair Models without Sensitive Attributes: A Generative ApproachCode0
Balanced MSE for Imbalanced Visual RegressionCode2
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image SynthesisCode1
A Maximal Correlation Framework for Fair Machine Learning—0
On the Intrinsic and Extrinsic Fairness Evaluation Metrics for Contextualized Language Representations—0
Concept Embedding Analysis: A Review—0
Searching for Network Width with Bilaterally Coupled NetworkCode0
Addressing Missing Sources with Adversarial Support-MatchingCode0
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning—0
Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal—0
On the (Limited) Generalization of MasterFace Attacks and Its Relation to the Capacity of Face Representations—0
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic OptimizationCode0
Improving the Fairness of Chest X-ray ClassifiersCode1
Representation Bias in Data: A Survey on Identification and Resolution Techniques—0
Fair Federated Learning via Bounded Group Loss—0
To train or not to train adversarially: A study of bias mitigation strategies for speaker recognitionCode0
Entropy-based Attention Regularization Frees Unintended Bias Mitigation from ListsCode1
Measuring Fairness of Text Classifiers via Prediction Sensitivity—0
Distraction is All You Need for FairnessCode0
Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing—0
Dawn of the transformer era in speech emotion recognition: closing the valence gapCode2
Repairing Regressors for Fair Binary Classification at Any Decision Threshold—0
Multi Stage Screening: Enforcing Fairness and Maximizing Efficiency in a Pre-Existing Pipeline—0
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text ProcessingCode1
Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model MultiplicityCode0
Towards Equal Opportunity Fairness through Adversarial LearningCode1
Reprogramming FairGANs with Variational Auto-Encoders: A New Transfer Learning Model—0
Identifiability of Causal-based Fairness Notions: A State of the Art—0
Multi-Agent Task Assignment in Vehicular Edge Computing: A Regret-Matching Learning-Based Approach—0
Assessing Phenotype Definitions for Algorithmic Fairness—0
CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and QuantizationCode1
Evaluating Proposed Fairness Models for Face Recognition Algorithms—0
Downstream Fairness Caveats with Synthetic Healthcare Data—0
Data Representativity for Machine Learning and AI Systems—0
Renyi Fair Information Bottleneck for Image Classification—0
Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep ClassifiersCode1
The Long Arc of Fairness: Formalisations and Ethical Discourse—0
Learning Resilient Radio Resource Management Policies with Graph Neural NetworksCode1
Switching in the Rain: Predictive Wireless x-haul Network Reconfiguration—0
Kubric: A scalable dataset generatorCode4
A Survey on Bias and Fairness in Natural Language Processing—0
Towards a Responsible AI Development Lifecycle: Lessons From Information Security—0
The Impact of Differential Privacy on Group Disparity MitigationCode0
FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis—0
Fairness-aware Adversarial Perturbation Towards Bias Mitigation for Deployed Deep Models—0
Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation LearningCode1
Low-Degree Multicalibration—0
Sampling Ex-Post Group-Fair RankingsCode0
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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