SOTAVerified

Fairness

Papers

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Showing 1–25 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
FADE: Adversarial Concept Erasure in Flow Models—0
Looking for Fairness in Recommender Systems—0
Fairness-Aware Secure Integrated Sensing and Communications with Fractional Programming—0
Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin ToneCode1
Guiding LLM Decision-Making with Fairness Reward ModelsCode0
Meta-Reinforcement Learning for Fast and Data-Efficient Spectrum Allocation in Dynamic Wireless Networks—0
Fairness Is Not Enough: Auditing Competence and Intersectional Bias in AI-powered Resume ScreeningCode0
Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift—0
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
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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