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Fairness

Papers

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Showing 2451–2500 of 5676 papers

TitleStatusHype
Proportional Fairness in Clustering: A Social Choice Perspective—0
Weighted Sampled Split Learning (WSSL): Balancing Privacy, Robustness, and Fairness in Distributed Learning Environments—0
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
On the Fairness ROAD: Robust Optimization for Adversarial DebiasingCode0
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
On the Interplay between Fairness and Explainability—0
Corrupting Neuron Explanations of Deep Visual FeaturesCode0
Identifying Reasons for Bias: An Argumentation-Based Approach—0
On Responsible Machine Learning Datasets with Fairness, Privacy, and Regulatory Norms—0
Robust Representation Learning for Unified Online Top-K Recommendation—0
Deceptive Fairness Attacks on Graphs via Meta LearningCode0
A Canonical Data Transformation for Achieving Inter- and Within-group Fairness—0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
Marginal Nodes Matter: Towards Structure Fairness in Graphs—0
Learning Fair Representations with High-Confidence GuaranteesCode0
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications—0
"One-Size-Fits-All"? Examining Expectations around What Constitute "Fair" or "Good" NLG System Behaviors—0
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
FairBranch: Mitigating Bias Transfer in Fair Multi-task Learning—0
FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation—0
Dissecting Causal Biases—0
She had Cobalt Blue Eyes: Prompt Testing to Create Aligned and Sustainable Language Models—0
A Data-Centric Multi-Objective Learning Framework for Responsible Recommendation Systems—0
Challenges and Contributing Factors in the Utilization of Large Language Models (LLMs)—0
Exploring Graph Neural Networks for Indian Legal Judgment Prediction—0
Unified Browsing Models for Linear and Grid Layouts—0
A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier—0
Constrained Reweighting of Distributions: an Optimal Transport Approach—0
Towards Exploring Fairness in Visual Transformer based Natural and GAN Image Detection SystemsCode0
Evaluating the Fairness of Discriminative Foundation Models in Computer VisionCode0
Equipping Federated Graph Neural Networks with Structure-aware Group FairnessCode0
Auction-Based Scheduling—0
A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine TranslationCode0
Fairer and More Accurate Tabular Models Through NAS—0
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling—0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Understanding Fairness Surrogate Functions in Algorithmic FairnessCode0
Studying the Effects of Sex-related Differences on Brain Age Prediction using brain MR Imaging—0
Group-blind optimal transport to group parity and its constrained variantsCode0
Algorithmic Robustness—0
Federated Learning with Convex Global and Local ConstraintsCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
The Sponge Cake Dilemma over the Nile: Achieving Fairness in Resource Allocation with Cake Cutting Algorithms—0
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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