SOTAVerified

Fairness

Papers

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Showing 4526–4550 of 5676 papers

TitleStatusHype
Bandwidth Allocation for Multiple Federated Learning Services in Wireless Edge Networks—0
Towards Long-term Fairness in RecommendationCode1
A Tale of Fairness Revisited: Beyond Adversarial Learning for Deep Neural Network Fairness—0
From Learning to Relearning: A Framework for Diminishing Bias in Social Robot Navigation—0
Fairness with Continuous Optimal Transport—0
Characterizing Intersectional Group Fairness with Worst-Case Comparisons—0
On Baselines for Local Feature AttributionsCode0
Fair Training of Decision Tree Classifiers—0
Characterizing Fairness Over the Set of Good Models Under Selective LabelsCode0
Modeling Disclosive Transparency in NLP Application DescriptionsCode0
Socially Responsible AI Algorithms: Issues, Purposes, and Challenges—0
Approximate Birkhoff-von-Neumann decomposition: a differentiable approach—0
Fast MNAS: Uncertainty-aware Neural Architecture Search with Lifelong Learning—0
On Dyadic Fairness: Exploring and Mitigating Bias in Graph ConnectionsCode1
Fair Differential Privacy Can Mitigate the Disparate Impact on Model Accuracy—0
Blind Pareto Fairness and Subgroup Robustness—0
Individually Fair Rankings—0
Fairness guarantee in analysis of incomplete data—0
Counterfactual Fairness through Data Preprocessing—0
Fair Empirical Risk Minimization via Exponential Rényi Mutual Information—0
Generative Auto-Encoder: Non-adversarial Controllable Synthesis with Disentangled Exploration—0
Generative Fairness Teaching—0
Attainability and Optimality: The Equalized-Odds Fairness Revisited—0
A Technical and Normative Investigation of Social Bias Amplification—0
Zero-shot Fairness with Invisible Demographics—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