SOTAVerified

Fairness

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 501–525 of 5676 papers

TitleStatusHype
One Size Fits None: Rethinking Fairness in Medical AI—0
Compositional Attribute Imbalance in Vision Datasets—0
Convergence-Privacy-Fairness Trade-Off in Personalized Federated Learning—0
Fair for a few: Improving Fairness in Doubly Imbalanced Datasets—0
Meta Optimality for Demographic Parity Constrained Regression via Post-Processing—0
Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding—0
Fairness Research For Machine Learning Should Integrate Societal Considerations—0
Towards Fairness Assessment of Dutch Hate Speech Detection—0
Semantic Scheduling for LLM InferenceCode0
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
FairASR: Fair Audio Contrastive Learning for Automatic Speech Recognition—0
Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models—0
Balancing Tails when Comparing Distributions: Comprehensive Equity Index (CEI) with Application to Bias Evaluation in Operational Face Biometrics—0
Size-adaptive Hypothesis Testing for FairnessCode0
Preserving Task-Relevant Information Under Linear Concept Removal—0
Robustly Improving LLM Fairness in Realistic Settings via InterpretabilityCode0
GRAIL: A Benchmark for GRaph ActIve Learning in Dynamic Sensing Environments—0
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning ApproachCode0
Towards Responsible AI: Advances in Safety, Fairness, and Accountability of Autonomous Systems—0
Fairness is Not Silence: Unmasking Vacuous Neutrality in Small Language Models—0
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines—0
Convergence of Spectral Principal Paths: How Deep Networks Distill Linear Representations from Noisy Inputs—0
Towards Class-wise Fair Adversarial Training via Anti-Bias Soft Label DistillationCode0
Hateful Person or Hateful Model? Investigating the Role of Personas in Hate Speech Detection by Large Language Models—0
Show:102550
← PrevPage 21 of 228Next →
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