SOTAVerified

Fairness

Papers

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Showing 861–870 of 5676 papers

TitleStatusHype
FedTilt: Towards Multi-Level Fairness-Preserving and Robust Federated Learning—0
A Multi-Objective Evaluation Framework for Analyzing Utility-Fairness Trade-Offs in Machine Learning Systems—0
Statistical Impossibility and Possibility of Aligning LLMs with Human Preferences: From Condorcet Paradox to Nash EquilibriumCode0
LLM Agents for Education: Advances and Applications—0
FedPCA: Noise-Robust Fair Federated Learning via Performance-Capacity Analysis—0
Identifying Trustworthiness Challenges in Deep Learning Models for Continental-Scale Water Quality Prediction—0
PluralLLM: Pluralistic Alignment in LLMs via Federated Learning—0
The Role of Hyperparameters in Predictive Multiplicity—0
Group-robust Machine UnlearningCode0
Mitigating Membership Inference Vulnerability in Personalized Federated Learning—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