SOTAVerified

Fairness

Papers

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Showing 1351–1375 of 5676 papers

TitleStatusHype
A Low-Delay MAC for IoT Applications: Decentralized Optimal Scheduling of Queues without Explicit State Information Sharing—0
Decentralized Smart Charging of Large-Scale EVs using Adaptive Multi-Agent Multi-Armed Bandits—0
Algorithmic Fairness: A Tolerance Perspective—0
Deciding What's Fair: Challenges of Applying Reinforcement Learning in Online Marketplaces—0
Algorithmic Fairness from a Non-ideal Perspective—0
Decision Making with Differential Privacy under a Fairness Lens—0
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression—0
Tensor Completion with Provable Consistency and Fairness Guarantees for Recommender Systems—0
Algorithmic Fairness in Business Analytics: Directions for Research and Practice—0
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models—0
Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach—0
A survey on bias in machine learning research—0
Decoupled classifiers for fair and efficient machine learning—0
Deep Bayesian Trust : A Dominant and Fair Incentive Mechanism for Crowd—0
DP-SGD-Global-Adapt-V2-S: Triad Improvements of Privacy, Accuracy and Fairness via Step Decay Noise Multiplier and Step Decay Upper Clipping Threshold—0
Copying Machine Learning Classifiers—0
Auto-Drafting Police Reports from Noisy ASR Outputs: A Trust-Centered LLM Approach—0
Algorithmic Fairness in Face Morphing Attack Detection—0
DeepFair: Deep Learning for Improving Fairness in Recommender Systems—0
AutoFAIR : Automatic Data FAIRification via Machine Reading—0
Deep Fair Learning: A Unified Framework for Fine-tuning Representations with Sufficient Networks—0
Deep Fair Multi-View Clustering with Attention KAN—0
Data-Driven Fairness Generalization for Deepfake Detection—0
Deep F-measure Maximization for End-to-End Speech Understanding—0
AI-Driven Healthcare: A Review on Ensuring Fairness and Mitigating Bias—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