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Fairness

Papers

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Showing 101–150 of 5676 papers

TitleStatusHype
Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate PairsCode1
Towards Fairness and Privacy: A Novel Data Pre-processing Optimization Framework for Non-binary Protected AttributesCode1
An Introduction to Deep Survival Analysis Models for Predicting Time-to-Event OutcomesCode1
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused SurveyCode1
XTRUST: On the Multilingual Trustworthiness of Large Language ModelsCode1
FAIR GPT: A virtual consultant for research data management in ChatGPTCode1
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented GenerationCode1
MusicLIME: Explainable Multimodal Music UnderstandingCode1
Trustworthiness in Retrieval-Augmented Generation Systems: A SurveyCode1
PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical LabelsCode1
Revolutionizing Database Q&A with Large Language Models: Comprehensive Benchmark and EvaluationCode1
CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper InfluenceCode1
Guardians of the Machine Translation Meta-Evaluation: Sentinel Metrics Fall In!Code1
GenderCARE: A Comprehensive Framework for Assessing and Reducing Gender Bias in Large Language ModelsCode1
PADetBench: Towards Benchmarking Physical Attacks against Object DetectionCode1
Fairness in Large Language Models in Three HoursCode1
Can Editing LLMs Inject Harm?Code1
Fairness Definitions in Language Models ExplainedCode1
Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and EvaluationsCode1
A Comprehensive Review of Recommender Systems: Transitioning from Theory to PracticeCode1
Rethinking Fair Graph Neural Networks from Re-balancingCode1
BiasPruner: Debiased Continual Learning for Medical Image ClassificationCode1
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and ClassificationCode1
ElecBench: a Power Dispatch Evaluation Benchmark for Large Language ModelsCode1
Language Model Alignment in Multilingual Trolley ProblemsCode1
OxonFair: A Flexible Toolkit for Algorithmic FairnessCode1
A Survey on Data Quality Dimensions and Tools for Machine LearningCode1
Learning Interpretable Legal Case Retrieval via Knowledge-Guided Case ReformulationCode1
MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K TokensCode1
AITTI: Learning Adaptive Inclusive Token for Text-to-Image GenerationCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
Unveiling and Mitigating Bias in Mental Health Analysis with Large Language ModelsCode1
The Devil is in the Neurons: Interpreting and Mitigating Social Biases in Pre-trained Language ModelsCode1
A Large-scale Universal Evaluation Benchmark For Face Forgery DetectionCode1
Using Self-supervised Learning Can Improve Model FairnessCode1
Redefining Contributions: Shapley-Driven Federated LearningCode1
Pursuing Overall Welfare in Federated Learning through Sequential Decision MakingCode1
Measuring and Mitigating Bias for Tabular Datasets with Multiple Protected AttributesCode1
Fair Federated Learning under Domain Skew with Local Consistency and Domain DiversityCode1
Achieving Fairness Through Channel Pruning for Dermatological Disease DiagnosisCode1
A Unified Post-Processing Framework for Group Fairness in ClassificationCode1
From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness MatchingCode1
Global Concept Explanations for Graphs by Contrastive LearningCode1
SynthEval: A Framework for Detailed Utility and Privacy Evaluation of Tabular Synthetic DataCode1
Unveiling and Mitigating Generalized Biases of DNNs through the Intrinsic Dimensions of Perceptual ManifoldsCode1
OpenBias: Open-set Bias Detection in Text-to-Image Generative ModelsCode1
FreeEval: A Modular Framework for Trustworthy and Efficient Evaluation of Large Language ModelsCode1
Many-Objective Evolutionary Influence Maximization: Balancing Spread, Budget, Fairness, and TimeCode1
Leave No Patient Behind: Enhancing Medication Recommendation for Rare Disease PatientsCode1
Distributionally Generative Augmentation for Fair Facial Attribute ClassificationCode1
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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