SOTAVerified

Fairness

Papers

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Showing 1101–1125 of 5676 papers

TitleStatusHype
Age-Based Device Selection and Transmit Power Optimization in Over-the-Air Federated Learning—0
Is It Still Fair? Investigating Gender Fairness in Cross-Corpus Speech Emotion Recognition—0
Regularized Proportional Fairness Mechanism for Resource Allocation Without Money—0
ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning—0
Deep Fair Multi-View Clustering with Attention KAN—0
On the Low-Complexity of Fair Learning for Combinatorial Multi-Armed Bandit—0
Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution—0
Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction—0
Unbiased GNN Learning via Fairness-Aware Subgraph Diffusion—0
Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models—0
Efficient Multi-Task Inferencing with a Shared Backbone and Lightweight Task-Specific Adapters for Automatic Scoring—0
Blockchain-Empowered Cyber-Secure Federated Learning for Trustworthy Edge Computing—0
Two Birds with One Stone: Improving Rumor Detection by Addressing the Unfairness Issue—0
Towards Effective Discrimination Testing for Generative AICode0
Impact of Data Distribution on Fairness Guarantees in Equitable Deep LearningCode0
KVC-onGoing: Keystroke Verification ChallengeCode0
An experimental study on fairness-aware machine learning for credit scoring problem—0
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide ImagesCode0
INFELM: In-depth Fairness Evaluation of Large Text-To-Image Models—0
MAFT: Efficient Model-Agnostic Fairness Testing for Deep Neural Networks via Zero-Order Gradient Search—0
Latenrgy: Model Agnostic Latency and Energy Consumption Prediction for Binary Classifiers—0
From Interests to Insights: An LLM Approach to Course Recommendations Using Natural Language QueriesCode0
Towards a Single ASR Model That Generalizes to Disordered Speech—0
Whose Morality Do They Speak? Unraveling Cultural Bias in Multilingual Language Models—0
Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice—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