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Fairness

Papers

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Showing 301–350 of 5676 papers

TitleStatusHype
DELPHI: Data for Evaluating LLMs' Performance in Handling Controversial IssuesCode1
Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical ImagingCode1
Disparate Impact in Differential Privacy from Gradient MisalignmentCode1
BiasPruner: Debiased Continual Learning for Medical Image ClassificationCode1
Distributionally Generative Augmentation for Fair Facial Attribute ClassificationCode1
Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness MetricsCode1
Bias Propagation in Federated LearningCode1
ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition BenchmarkCode1
Efficient Conditionally Invariant Representation LearningCode1
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMsCode1
Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the CloudCode1
Elucidate Gender Fairness in Singing Voice TranscriptionCode1
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic DataCode1
Enhancing SMT-based Weighted Model Integration by Structure AwarenessCode1
Equitable Restless Multi-Armed Bandits: A General Framework Inspired By Digital HealthCode1
AITTI: Learning Adaptive Inclusive Token for Text-to-Image GenerationCode1
EvalRS 2023. Well-Rounded Recommender Systems For Real-World DeploymentsCode1
A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-OffsCode1
Bias and Fairness in Large Language Models: A SurveyCode1
Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLPCode1
FaceXBench: Evaluating Multimodal LLMs on Face UnderstandingCode1
Fair Abstractive Summarization of Diverse PerspectivesCode1
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin ColorCode1
Fair Attribute Classification through Latent Space De-biasingCode1
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg EquilibriumCode1
Bias in Machine Learning Software: Why? How? What to do?Code1
Fair Diffusion: Instructing Text-to-Image Generation Models on FairnessCode1
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive LearningCode1
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and ClassificationCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
Algorithmic Decision Making with Conditional FairnessCode1
FairGAN: GANs-based Fairness-aware Learning for Recommendations with Implicit FeedbackCode1
Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute InformationCode1
FAIR GPT: A virtual consultant for research data management in ChatGPTCode1
CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion DetectionCode1
Better Understanding Differences in Attribution Methods via Systematic EvaluationsCode1
Fairness-aware Personalized Ranking Recommendation via Adversarial LearningCode1
Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate MistreatmentCode1
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text GenerationCode1
Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness MetricsCode1
AugmentedPCA: A Python Package of Supervised and Adversarial Linear Factor ModelsCode1
Fairness in Credit Scoring: Assessment, Implementation and Profit ImplicationsCode1
Fairness Measures for Regression via Probabilistic ClassificationCode1
Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production SystemsCode1
Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMsCode1
Fairness Through Robustness: Investigating Robustness Disparity in Deep LearningCode1
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
A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal ControlCode1
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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