Fairness

FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting AAAI 2024 FedLF: Layer-Wise Fair Federated Learning AAAI 2024 FFB: A Fair Fairness Benchmark for In-Processing Group Fairness Methods ICLR 2024 Findings of the Shared Task on Hate and Offensive Language Detection in Telugu Codemixed Text (HOLD-Telugu)@DravidianLangTech 2024 EACL 2024 Finding Spoken Identifications: Using GPT-4 Annotation for an Efficient and Fast Dataset Creation Pipeline COLING 2024 Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To! ICLR 2024 Finetuning Text-to-Image Diffusion Models for Fairness ICLR 2024 “Flex Tape Can’t Fix That”: Bias and Misinformation in Edited Language Models EMNLP 2024 Formalisation and Evaluation of Properties for Consequentialist Machine Ethics IJCAI 2024 For the Misgendered Chinese in Gender Bias Research: Multi-Task Learning with Knowledge Distillation for Pinyin Name Gender Prediction IJCAI 2024 Fostering Trustworthiness in Machine Learning Algorithms AAAI 2024 From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space AAAI 2024 From Languages to Geographies: Towards Evaluating Cultural Bias in Hate Speech Datasets NAACL 2024 From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching IJCAI 2024 From Pink and Blue to a Rainbow Hue! Defying Gender Bias through Gender Neutralizing Text Transformations IJCAI 2024 From Representational Harms to Quality-of-Service Harms: A Case Study on Llama 2 Safety Safeguards ACL 2024 From ‘Showgirls’ to ‘Performers’: Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs ACL 2024 Fuse to Forget: Bias Reduction and Selective Memorization through Model Fusion EMNLP 2024 GATE X-E : A Challenge Set for Gender-Fair Translations from Weakly-Gendered Languages ACL 2024 Gender Bias in Turkish Word Embeddings: A Comprehensive Study of Syntax, Semantics and Morphology Across Domains ACL 2024 Gender Identity in Pretrained Language Models: An Inclusive Approach to Data Creation and Probing EMNLP 2024 Gender, Speech, and Representation in the Galician Parliament: An Analysis Based on the ParlaMint-ES-GA Dataset COLING 2024 Generalizable Multilingual Hate Speech Detection on Low Resource Indian Languages using Fair Selection in Federated Learning NAACL 2024 Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models ACL 2024 Generating Diagnostic and Actionable Explanations for Fair Graph Neural Networks AAAI 2024