bias mitigation

FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering ACL 2025 FALCON: Fair Face Recognition via Local Optimal Feature Normalization WACV 2025 FDGen: A Fairness-Aware Graph Generation Model ICML 2025 FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data IJCAI 2025 Federated Learning with Sample-level Client Drift Mitigation AAAI 2025 Fine-tuning LLMs with Cross-Attention-based Weight Decay for Bias Mitigation EMNLP 2025 Fostering Epistemic Insights into AI Ethics through a Constructionist Pedagogy: An Interdisciplinary Approach to AI Literacy AAAI 2025 From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text EMNLP 2025 From Prejudice to Parity: A New Approach to Debiasing Large Language Model Word Embeddings COLING 2025 GBEM-UA: Gender Bias Evaluation and Mitigation for Ukrainian Large Language Models ACL 2025 GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models ACL 2025 Gender Bias in Nepali-English Machine Translation: A Comparison of LLMs and Existing MT Systems ACL 2025 Gender Encoding Patterns in Pretrained Language Model Representations NAACL 2025 Gender-Neutral Large Language Models for Medical Applications: Reducing Bias in PubMed Abstracts ACL 2025 GeNRe: A French Gender-Neutral Rewriting System Using Collective Nouns ACL 2025 How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making? NAACL 2025 Incorporating Diverse Perspectives in Cultural Alignment: Survey of Evaluation Benchmarks Through A Three-Dimensional Framework EMNLP 2025 InfoSEM: A Deep Generative Model with Informative Priors for Gene Regulatory Network Inference ICML 2025 Investigating and Mitigating Undesirable Biases in Large Language Models AAAI 2025 Iterative Multilingual Spectral Attribute Erasure EMNLP 2025 Joint Vision-Language Social Bias Removal for CLIP CVPR 2025 Judging with Many Minds: Do More Perspectives Mean Less Prejudice? On Bias Amplification and Resistance in Multi-Agent Based LLM-as-Judge EMNLP 2025 KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models EMNLP 2025 Korean Stereotype Content Model: Translating Stereotypes Across Cultures NAACL 2025 Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples CVPR 2025