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Fairness

Papers

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Showing 2451–2475 of 5676 papers

TitleStatusHype
Weighted Sampled Split Learning (WSSL): Balancing Privacy, Robustness, and Fairness in Distributed Learning Environments—0
Proportional Fairness in Clustering: A Social Choice Perspective—0
On the Fairness ROAD: Robust Optimization for Adversarial DebiasingCode0
Do Not Harm Protected Groups in Debiasing Language Representation Models—0
MCRAGE: Synthetic Healthcare Data for FairnessCode0
Optimal Pricing for Data-Augmented AutoML Marketplaces—0
Prioritising Interactive Flows in Data Center Networks With Central Control—0
LeCaRDv2: A Large-Scale Chinese Legal Case Retrieval DatasetCode0
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language ModelsCode0
Counterfactual Fairness for Predictions using Generative Adversarial Networks—0
Identifying Reasons for Bias: An Argumentation-Based Approach—0
Corrupting Neuron Explanations of Deep Visual FeaturesCode0
On the Interplay between Fairness and Explainability—0
On Responsible Machine Learning Datasets with Fairness, Privacy, and Regulatory Norms—0
Deceptive Fairness Attacks on Graphs via Meta LearningCode0
Robust Representation Learning for Unified Online Top-K Recommendation—0
A Canonical Data Transformation for Achieving Inter- and Within-group Fairness—0
Marginal Nodes Matter: Towards Structure Fairness in Graphs—0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
"One-Size-Fits-All"? Examining Expectations around What Constitute "Fair" or "Good" NLG System Behaviors—0
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications—0
Learning Fair Representations with High-Confidence GuaranteesCode0
Fairness-aware Optimal Graph Filter Design—0
Robust NOMA-assisted OTFS-ISAC Network Design with 3D Motion Prediction Topology—0
Distributionally Robust Optimization with Bias and Variance Reduction—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