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Fairness

Papers

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Showing 2601–2650 of 5676 papers

TitleStatusHype
Advancing Personalized Federated Learning: Group Privacy, Fairness, and Beyond—0
Unsupervised bias discovery in medical image segmentationCode0
FACET: Fairness in Computer Vision Evaluation Benchmark—0
One Model Many Scores: Using Multiverse Analysis to Prevent Fairness Hacking and Evaluate the Influence of Model Design DecisionsCode0
The AI Revolution: Opportunities and Challenges for the Finance Sector—0
Thesis Distillation: Investigating The Impact of Bias in NLP Models on Hate Speech Detection—0
Adaptation Speed Analysis for Fairness-aware Causal Models—0
Ensuring User-side Fairness in Dynamic Recommender Systems—0
Providing Previously Unseen Users Fair Recommendations Using Variational AutoencodersCode0
Fairness Through Domain Awareness: Mitigating Popularity Bias For Music Discovery—0
Fair Few-shot Learning with Auxiliary Sets—0
MARL for Decentralized Electric Vehicle Charging Coordination with V2V Energy Exchange—0
Distributional Off-Policy Evaluation for Slate RecommendationsCode0
Generalizable Learning Reconstruction for Accelerating MR Imaging via Federated Neural Architecture SearchCode0
Fairness and Privacy in Voice Biometrics:A Study of Gender Influences Using wav2vec 2.0—0
Bias in Unsupervised Anomaly Detection in Brain MRI—0
Muffin: A Framework Toward Multi-Dimension AI Fairness by Uniting Off-the-Shelf Models—0
Harvard Glaucoma Detection and Progression: A Multimodal Multitask Dataset and Generalization-Reinforced Semi-Supervised Learning—0
Ontologies for increasing the FAIRness of plant research data—0
Optimizing Group-Fair Plackett-Luce Ranking Models for Relevance and Ex-Post FairnessCode0
Trustworthy Representation Learning Across Domains—0
Counterfactual Graph Augmentation for Consumer Unfairness Mitigation in Recommender SystemsCode0
A Counterfactual Fair Model for Longitudinal Electronic Health Records via Deconfounder—0
Standardized Interpretable Fairness Measures for Continuous Risk ScoresCode0
Fairness Explainability using Optimal Transport with Applications in Image ClassificationCode0
A survey on bias in machine learning research—0
Collect, Measure, Repeat: Reliability Factors for Responsible AI Data CollectionCode0
FairMonitor: A Four-Stage Automatic Framework for Detecting Stereotypes and Biases in Large Language Models—0
Systematic Offensive Stereotyping (SOS) Bias in Language Models—0
GBM-based Bregman Proximal Algorithms for Constrained LearningCode0
A Survey on Fairness in Large Language Models—0
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents—0
Revisiting Skin Tone Fairness in Dermatological Lesion ClassificationCode0
Disparity, Inequality, and Accuracy Tradeoffs in Graph Neural Networks for Node ClassificationCode0
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces—0
Differential Privacy, Linguistic Fairness, and Training Data Influence: Impossibility and Possibility Theorems for Multilingual Language Models—0
Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities—0
Fair GANs through model rebalancing for extremely imbalanced class distributions—0
Unbiased Decisions Reduce Regret: Adversarial Domain Adaptation for the Bank Loan Problem—0
Fairness and Privacy in Federated Learning and Their Implications in HealthcareCode0
Generative InterpretationCode0
Benign Shortcut for Debiasing: Fair Visual Recognition via Intervention with Shortcut Features—0
LTP-MMF: Towards Long-term Provider Max-min Fairness Under Recommendation Feedback LoopsCode0
FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare—0
EFX Allocations Exist for Binary Valuations—0
Exploring Multilingual Text Data DistillationCode0
Addressing Racial Bias in Facial Emotion Recognition—0
School Choice with Multiple Priorities—0
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?Code0
Unmasking Nationality Bias: A Study of Human Perception of Nationalities in AI-Generated Articles—0
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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