Fairness

Social-Group-Agnostic Bias Mitigation via the Stereotype Content Model ACL 2023 Some Voices are Too Common: Building Fair Speech Recognition Systems Using the CommonVoice Dataset Interspeech 2023 Sources and Information Reliability Measures IJCAI 2023 Speaking Multiple Languages Affects the Moral Bias of Language Models ACL 2023 Specifying and Testing k-Safety Properties for Machine-Learning Models IJCAI 2023 Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases NeurIPS 2023 Spurious Features Everywhere - Large-Scale Detection of Harmful Spurious Features in ImageNet ICCV 2023 Stable Bias: Evaluating Societal Representations in Diffusion Models NeurIPS 2023 Statistically Profiling Biases in Natural Language Reasoning Datasets and Models EMNLP 2023 StereoMap: Quantifying the Awareness of Human-like Stereotypes in Large Language Models EMNLP 2023 Stochastic Methods for AUC Optimization subject to AUC-based Fairness Constraints AISTATS 2023 StoryARG: a corpus of narratives and personal experiences in argumentative texts ACL 2023 Stubborn Lexical Bias in Data and Models ACL 2023 Subjective Crowd Disagreements for Subjective Data: Uncovering Meaningful CrowdOpinion with Population-level Learning ACL 2023 Subset Selection Based On Multiple Rankings in the Presence of Bias: Effectiveness of Fairness Constraints for Multiwinner Voting Score Functions ICML 2023 Superhuman Fairness ICML 2023 Super-SCOTUS: A multi-sourced dataset for the Supreme Court of the US EMNLP 2023 Sustaining Fairness via Incremental Learning AAAI 2023 Svarah: Evaluating English ASR Systems on Indian Accents Interspeech 2023 Swap Agnostic Learning, or Characterizing Omniprediction via Multicalibration NeurIPS 2023 T2IAT: Measuring Valence and Stereotypical Biases in Text-to-Image Generation ACL 2023 Target-Agnostic Gender-Aware Contrastive Learning for Mitigating Bias in Multilingual Machine Translation EMNLP 2023 Targeted Data Generation: Finding and Fixing Model Weaknesses ACL 2023 Taxonomizing and Measuring Representational Harms: A Look at Image Tagging AAAI 2023 Test Suites Task: Evaluation of Gender Fairness in MT with MuST-SHE and INES EMNLP 2023