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Fairness

Papers

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Showing 201–250 of 5676 papers

TitleStatusHype
Fair Diffusion: Instructing Text-to-Image Generation Models on FairnessCode1
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive LearningCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
Fair Federated Learning under Domain Skew with Local Consistency and Domain DiversityCode1
FairGAN: GANs-based Fairness-aware Learning for Recommendations with Implicit FeedbackCode1
FairGBM: Gradient Boosting with Fairness ConstraintsCode1
Advanced Codebook Design for SCMA-aided NTNs With Randomly Distributed UsersCode1
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text ProcessingCode1
Certified Monotonic Neural NetworksCode1
Fair Mixup: Fairness via InterpolationCode1
CFA: Class-wise Calibrated Fair Adversarial TrainingCode1
Fairness Constraints: Mechanisms for Fair ClassificationCode1
CaPC Learning: Confidential and Private Collaborative LearningCode1
Can Vision Transformers Learn without Natural Images?Code1
CAPRI: Context-Aware Interpretable Point-of-Interest Recommendation FrameworkCode1
Can ChatGPT Assess Human Personalities? A General Evaluation FrameworkCode1
A Closer Look at AUROC and AUPRC under Class ImbalanceCode1
Adversarial Graph Embeddings for Fair Influence Maximization over Social NetworksCode1
A Closer Look at the Intervention Procedure of Concept Bottleneck ModelsCode1
Can Active Learning Preemptively Mitigate Fairness Issues?Code1
A comparative study of fairness-enhancing interventions in machine learningCode1
Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production SystemsCode1
Fair Normalizing FlowsCode1
Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning PipelineCode1
FairPut: A Light Framework for Machine Learning Fairness with LightGBMCode1
FairRec: Fairness Testing for Deep Recommender SystemsCode1
Analyzing Fairness in Deepfake Detection With Massively Annotated DatabasesCode1
Aequitas: A Bias and Fairness Audit ToolkitCode1
Can Editing LLMs Inject Harm?Code1
fairret: a Framework for Differentiable Fairness Regularization TermsCode1
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMsCode1
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic DataCode1
BiasPruner: Debiased Continual Learning for Medical Image ClassificationCode1
Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel ManifoldCode1
Federated Domain Generalization With Generalization AdjustmentCode1
Federated Learning for Generalization, Robustness, Fairness: A Survey and BenchmarkCode1
Federated Learning with Taskonomy for Non-IID DataCode1
Ditto: Fair and Robust Federated Learning Through PersonalizationCode1
A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-OffsCode1
FFB: A Fair Fairness Benchmark for In-Processing Group Fairness MethodsCode1
FLAC: Fairness-Aware Representation Learning by Suppressing Attribute-Class AssociationsCode1
Flames: Benchmarking Value Alignment of LLMs in ChineseCode1
CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion DetectionCode1
Bias in Machine Learning Software: Why? How? What to do?Code1
From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness MatchingCode1
From Parity to Preference-based Notions of Fairness in ClassificationCode1
Bias and Fairness in Large Language Models: A SurveyCode1
Bias Propagation in Federated LearningCode1
Global Concept Explanations for Graphs by Contrastive LearningCode1
Causal intersectionality for fair rankingCode1
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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