SOTAVerified

Fairness

Papers

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Showing 1–50 of 5676 papers

TitleStatusHype
A Reproducibility Study of Product-side Fairness in Bundle RecommendationCode0
FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient—0
Looking for Fairness in Recommender Systems—0
FADE: Adversarial Concept Erasure in Flow Models—0
Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin ToneCode1
Fairness-Aware Secure Integrated Sensing and Communications with Fractional Programming—0
Guiding LLM Decision-Making with Fairness Reward ModelsCode0
Meta-Reinforcement Learning for Fast and Data-Efficient Spectrum Allocation in Dynamic Wireless Networks—0
Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift—0
Fairness Is Not Enough: Auditing Competence and Intersectional Bias in AI-powered Resume ScreeningCode0
Graph Learning—0
LumiCRS: Asymmetric Contrastive Prototype Learning for Long-Tail Conversational Movie Recommendation—0
BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization—0
MateInfoUB: A Real-World Benchmark for Testing LLMs in Competitive, Multilingual, and Multimodal Educational Tasks—0
Is Reasoning All You Need? Probing Bias in the Age of Reasoning Language Models—0
IndianBailJudgments-1200: A Multi-Attribute Dataset for Legal NLP on Indian Bail Orders—0
Evaluating the Promise and Pitfalls of LLMs in Hiring Decisions—0
Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender SystemCode0
Datasets for Fairness in Language Models: An In-Depth SurveyCode1
FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation—0
Artificial Delegates Resolve Fairness Issues in Perpetual Voting with Partial Turnout—0
Demonstration of effective UCB-based routing in skill-based queues on real-world data—0
Producer-Fairness in Sequential Bundle Recommendation—0
Peer-to-Peer Energy Markets With Uniform Pricing: A Dynamic Operating Envelope Approach—0
Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction—0
Multimodal Visual Image Based User Association and Beamforming Using Graph Neural Networks—0
Visibly Fair Mechanisms—0
Reading Smiles: Proxy Bias in Foundation Models for Facial Emotion Recognition—0
Quantifying Fairness in LLMs Beyond Tokens: A Semantic and Statistical Perspective—0
An Axiomatization of the Random Priority Rule—0
Soft decision trees for survival analysis—0
AI based Content Creation and Product Recommendation Applications in E-commerce: An Ethical overview—0
Client Selection Strategies for Federated Semantic Communications in Heterogeneous IoT Networks—0
What Is the Point of Equality in Machine Learning Fairness? Beyond Equality of Opportunity—0
Fair Contracts in Principal-Agent Games with Heterogeneous Types—0
Fair for a few: Improving Fairness in Doubly Imbalanced Datasets—0
Compositional Attribute Imbalance in Vision Datasets—0
hyperFA*IR: A hypergeometric approach to fair rankings with finite candidate poolCode0
Computational Studies in Influencer Marketing: A Systematic Literature Review—0
Convergence-Privacy-Fairness Trade-Off in Personalized Federated Learning—0
One Size Fits None: Rethinking Fairness in Medical AI—0
Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding—0
Meta Optimality for Demographic Parity Constrained Regression via Post-Processing—0
Fairness Research For Machine Learning Should Integrate Societal Considerations—0
Towards Fairness Assessment of Dutch Hate Speech Detection—0
Exploring the Effectiveness of Deep Features from Domain-Specific Foundation Models in Retinal Image Synthesis—0
Bias Amplification in RAG: Poisoning Knowledge Retrieval to Steer LLMs—0
Semantic Scheduling for LLM InferenceCode0
FairASR: Fair Audio Contrastive Learning for Automatic Speech Recognition—0
Balancing Tails when Comparing Distributions: Comprehensive Equity Index (CEI) with Application to Bias Evaluation in Operational Face Biometrics—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