SOTAVerified

Fairness

Papers

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Showing 1951–2000 of 5676 papers

TitleStatusHype
Do LLM Agents Exhibit Social Behavior?—0
A debiasing technique for place-based algorithmic patrol management—0
SoK: Taming the Triangle -- On the Interplays between Fairness, Interpretability and Privacy in Machine Learning—0
Large Language Model (LLM) Bias Index -- LLMBI—0
Quality-Diversity Generative Sampling for Learning with Synthetic DataCode1
The Fairness Fair: Bringing Human Perception into Collective Decision-Making—0
Inclusive normalization of face images to passport format—0
Gaussian Harmony: Attaining Fairness in Diffusion-based Face Generation Models—0
Fairness in Submodular Maximization over a Matroid Constraint—0
Learning Human-like Representations to Enable Learning Human Values—0
Towards Fair Graph Federated Learning via Incentive MechanismsCode1
BSL: Understanding and Improving Softmax Loss for RecommendationCode0
Dynamic Fairness-Aware Spectrum Auction for Enhanced Licensed Shared Access in 6G Networks—0
Learning Fair Policies for Multi-stage Selection Problems from Observational Data—0
An empirical study of testing machine learning in the wild—0
Comprehensive Validation on Reweighting Samples for Bias Mitigation via AIF360—0
GroupMixNorm Layer for Learning Fair Models—0
Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor Selection—0
Chasing Fairness in Graphs: A GNN Architecture PerspectiveCode0
Towards Fairness in Online Service with k Servers and its Application on Fair Food DeliveryCode0
Uncertainty-based Fairness Measures—0
Democratize with Care: The need for fairness specific features in user-interface based open source AutoML tools—0
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints—0
Proportional Representation in Metric Spaces and Low-Distortion Committee Selection—0
How Far Can Fairness Constraints Help Recover From Biased Data?—0
TrojFair: Trojan Fairness Attacks—0
An Information-Flow Perspective on Algorithmic Fairness—0
Integrating Fairness and Model Pruning Through Bi-level Optimization—0
Investigating Responsible AI for Scientific Research: An Empirical Study—0
Fair Clustering: A Causal PerspectiveCode0
Mitigating Label Bias in Machine Learning: Fairness through Confident Learning—0
Fair Active Learning in Low-Data Regimes—0
Privacy Constrained Fairness Estimation for Decision Trees—0
Human-in-the-loop Fairness: Integrating Stakeholder Feedback to Incorporate Fairness Perspectives in Responsible AICode0
Stable Rivers: A Case Study in the Application of Text-to-Image Generative Models for Earth Sciences—0
FairSISA: Ensemble Post-Processing to Improve Fairness of Unlearning in LLMs—0
Tell, don't show: Declarative facts influence how LLMs generalize—0
On the notion of Hallucinations from the lens of Bias and Validity in Synthetic CXR Images—0
The Complexity of Envy-Free Graph Cutting—0
The Limits of Fair Medical Imaging AI In The WildCode1
TaCo: Targeted Concept Erasure Prevents Non-Linear Classifiers From Detecting Protected AttributesCode0
Testing Correctness, Fairness, and Robustness of Speech Emotion Recognition Models—0
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
METAL: Metamorphic Testing Framework for Analyzing Large-Language Model Qualities—0
No prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation—0
Mitigating Nonlinear Algorithmic Bias in Binary Classification—0
Multi-dimensional Fair Federated Learning—0
Improving Adversarial Robust Fairness via Anti-Bias Soft Label DistillationCode0
Optimal Multi-Distribution Learning—0
Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision MakingCode0
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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