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Fairness

Papers

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Showing 1401–1450 of 5676 papers

TitleStatusHype
Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node InjectionsCode0
Building Socially-Equitable Public ModelsCode0
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive TasksCode0
Using Self-supervised Learning Can Improve Model FairnessCode1
Enhancing Trust in LLMs: Algorithms for Comparing and Interpreting LLMs—0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Safeguarding Large Language Models: A Survey—0
Take its Essence, Discard its Dross! Debiasing for Toxic Language Detection via Counterfactual Causal EffectCode0
Resource-constrained Fairness—0
Differentially Private Tabular Data Synthesis using Large Language Models—0
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness BenchmarkCode2
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models—0
A Structured Review of Literature on Uncertainty in Machine Learning & Deep Learning—0
Redefining Contributions: Shapley-Driven Federated LearningCode1
Understanding and Reducing the Class-Dependent Effects of Data Augmentation with A Two-Player Game Approach—0
Fair Allocation in Dynamic Mechanism Design—0
Can Machine Learning Assist in Diagnosis of Primary Immune Thrombocytopenia? A feasibility study—0
No-Regret Learning for Fair Multi-Agent Social Welfare Optimization—0
Intersectional Unfairness DiscoveryCode0
Pursuing Overall Welfare in Federated Learning through Sequential Decision MakingCode1
Fair Machine Learning for Healthcare Requires Recognizing the Intersectionality of Sociodemographic Factors, a Case Study—0
Algorithmic Fairness in Performative Policy Learning: Escaping the Impossibility of Group Fairness—0
Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee DiscussionsCode0
Threshold-Independent Fair Matching through Score CalibrationCode0
Grade Like a Human: Rethinking Automated Assessment with Large Language ModelsCode0
Significance of Chain of Thought in Gender Bias Mitigation for English-Dravidian Machine Translation—0
Towards Standardizing AI Bias Exploration—0
Differentially Private Clustered Federated Learning—0
Expert-Guided Extinction of Toxic Tokens for Debiased Generation—0
CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image FormatsCode2
Promoting Two-sided Fairness in Dynamic Vehicle Routing Problem—0
Measuring and Mitigating Bias for Tabular Datasets with Multiple Protected AttributesCode1
Hate Speech Detection with Generalizable Target-aware FairnessCode0
The Impossibility of Fair LLMs—0
Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions—0
Low-rank finetuning for LLMs: A fairness perspective—0
Understanding Intrinsic Socioeconomic Biases in Large Language Models—0
Post-Fair Federated Learning: Achieving Group and Community Fairness in Federated Learning via Post-processing—0
Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and RelevanceCode0
Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training—0
FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated LearningCode0
Learn to be Fair without Labels: a Distribution-based Learning Framework for Fair Ranking—0
Back to the Drawing Board for Fair Representation Learning—0
Towards Clinical AI Fairness: Filling Gaps in the Puzzle—0
A Mobility Equity Metric for Multi-Modal Intelligent Transportation Systems—0
Probabilistically Plausible Counterfactual Explanations with Normalizing Flows—0
On Fairness of Low-Rank Adaptation of Large ModelsCode0
Advancing Cultural Inclusivity: Optimizing Embedding Spaces for Balanced Music Recommendations—0
Probabilistic Verification of Neural Networks using Branch and BoundCode0
Exploring Fairness in Educational Data Mining in the Context of the Right to be Forgotten—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