Fairness

Evaluating Moral Beliefs across LLMs through a Pluralistic Framework EMNLP 2024 Evaluating Short-Term Temporal Fluctuations of Social Biases in Social Media Data and Masked Language Models EMNLP 2024 Explaining CLIP's Performance Disparities on Data from Blind/Low Vision Users CVPR 2024 FADES: Fair Disentanglement with Sensitive Relevance CVPR 2024 Fair Active Learning in Low-Data Regimes UAI 2024 Fair and Optimal Prediction via Post-Processing AAAI 2024 Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty NeurIPS 2024 FairBelief - Assessing Harmful Beliefs in Language Models NAACL 2024 Fair Classifiers that Abstain without Harm ICLR 2024 FairCLIP: Harnessing Fairness in Vision-Language Learning CVPR 2024 Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments EMNLP 2024 FairGT: A Fairness-aware Graph Transformer IJCAI 2024 Fairness-Aware Online Positive-Unlabeled Learning EMNLP 2024 Fairness guarantees in multi-class classification with demographic parity JMLR 2024 Fairness with Censorship: Bridging the Gap between Fairness Research and Real-World Deployment AAAI 2024 Fairness without Harm: An Influence-Guided Active Sampling Approach NeurIPS 2024 FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation NeurIPS 2024 FairRR: Pre-Processing for Group Fairness through Randomized Response AISTATS 2024 FairSIN: Achieving Fairness in Graph Neural Networks through Sensitive Information Neutralization AAAI 2024 Fast Stealthily Biased Sampling Using Sliced Wasserstein Distance ACML 2024 f-FERM: A Scalable Framework for Robust Fair Empirical Risk Minimization ICLR 2024 “Flex Tape Can’t Fix That”: Bias and Misinformation in Edited Language Models EMNLP 2024 From Descriptive Richness to Bias: Unveiling the Dark Side of Generative Image Caption Enrichment EMNLP 2024 From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space AAAI 2024 GATE X-E : A Challenge Set for Gender-Fair Translations from Weakly-Gendered Languages ACL 2024