Fairness

MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge AAAI 2025 Maintaining Fairness in Logit-based Knowledge Distillation for Class-Incremental Learning AAAI 2025 Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models ACL 2025 MAVias: Mitigate any Visual Bias ICCV 2025 Maximizing Signal in Human-Model Preference Alignment AAAI 2025 McBE: A Multi-task Chinese Bias Evaluation Benchmark for Large Language Models ACL 2025 MCID: Multi-aspect Copyright Infringement Detection for Generated Images ICCV 2025 MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models ACL 2025 Measuring and Mitigating Homelessness Bias: Leveraging AI for Social Impact IJCAI 2025 Measuring and Mitigating Media Outlet Name Bias in Large Language Models EMNLP 2025 Measuring Bias or Measuring the Task: Understanding the Brittle Nature of LLM Gender Biases EMNLP 2025 Measuring Gender Bias in Language Models in Farsi ACL 2025 Measuring Sycophancy of Language Models in Multi-turn Dialogues EMNLP 2025 Mimicking How Humans Interpret Out-of-Context Sentences Through Controlled Toxicity Decoding NAACL 2025 Mind the Dialect: NLP Advancements Uncover Fairness Disparities for Arabic Users in Recommendation Systems EMNLP 2025 Mind the Gesture: Evaluating AI Sensitivity to Culturally Offensive Non-Verbal Gestures ACL 2025 Mind the Inclusivity Gap: Multilingual Gender-Neutral Translation Evaluation with mGeNTE EMNLP 2025 Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025 Mitigating Social Bias in Large Language Models: A Multi-Objective Approach Within a Multi-Agent Framework AAAI 2025 Mitigating Subgroup Disparities in Multi-Label Speech Emotion Recognition: A Pseudo-Labeling and Unsupervised Learning Approach Interspeech 2025 ModelCitizens: Representing Community Voices in Online Safety EMNLP 2025 Multi-Group Proportional Representations for Text-to-Image Models CVPR 2025 Multilingual Large Language Models Leak Human Stereotypes across Language Boundaries ACL 2025 Multilingual NLP for African Healthcare: Bias, Translation, and Explainability Challenges ACL 2025 Multilingual Text-to-Image Generation Magnifies Gender Stereotypes ACL 2025