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Fairness

3,511 papers

Papers per year

251
692
'20
'25

Papers

From ‘Showgirls’ to ‘Performers’: Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs ACL 2024
Sociodemographic Bias in Language Models: A Survey and Forward Path ACL 2024
Stop! In the Name of Flaws: Disentangling Personal Names and Sociodemographic Attributes in NLP ACL 2024
Evaluating Gender Bias in Multilingual Multimodal AI Models: Insights from an Indian Context ACL 2024
Detecting and Mitigating LGBTQIA+ Bias in Large Norwegian Language Models ACL 2024
Whose wife is it anyway? Assessing bias against same-gender relationships in machine translation ACL 2024
An Empirical Study of Gendered Stereotypes in Emotional Attributes for Bangla in Multilingual Large Language Models ACL 2024
Revealing User Familiarity Bias in Task-Oriented Dialogue via Interactive Evaluation ACL 2024
Cloaked Classifiers: Pseudonymization Strategies on Sensitive Classification Tasks ACL 2024
Learning from Others: Similarity-based Regularization for Mitigating Dataset Bias. ACL 2024
Hierarchical Adversarial Correction to Mitigate Identity Term Bias in Toxicity Detection ACL 2024
MBIAS: Mitigating Bias in Large Language Models While Retaining Context ACL 2024
Fair k-center Clustering with Outliers AISTATS 2024
Achieving Fairness through Separability: A Unified Framework for Fair Representation Learning AISTATS 2024
Is this model reliable for everyone? Testing for strong calibration AISTATS 2024
The Risks of Recourse in Binary Classification AISTATS 2024
Robust Sparse Voting AISTATS 2024
Fairness in Submodular Maximization over a Matroid Constraint AISTATS 2024
Submodular Minimax Optimization: Finding Effective Sets AISTATS 2024
Scalable Algorithms for Individual Preference Stable Clustering AISTATS 2024
Uncertainty Matters: Stable Conclusions under Unstable Assessment of Fairness Results AISTATS 2024
Fair Soft Clustering AISTATS 2024
Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes AISTATS 2024
Enhancing Distributional Stability among Sub-populations AISTATS 2024
Imposing Fairness Constraints in Synthetic Data Generation AISTATS 2024