Fairness

Uncertainty-aware Cycle Diffusion Model for Fair Glaucoma Diagnosis MIDL 2026 Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks ACL 2026 Understanding and Mitigating Political Stance Cross-topic Generalization in Large Language Models ACL 2026 UTD-HLTRI at SemEval-2026 Task 7: Bridging Cultural Knowledge Gaps in LLMs via Web-Augmented Context SemEval 2026 VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language Models ACL 2026 When Bigger Isn’t Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation ACL 2026 When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning ACL 2026 7 Points to Tsinghua but 10 Points to ? Assessing Large Language Models in Agentic Multilingual National Bias ACL 2025 A Bias-Free Training Paradigm for More General AI-generated Image Detection CVPR 2025 A Causal Lens for Learning Long-term Fair Policies ICLR 2025 AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025 A Comprehensive Evaluation of Cognitive Biases in LLMs NAACL 2025 A Comprehensive Framework to Operationalize Social Stereotypes for Responsible AI Evaluations EMNLP 2025 A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection ACL 2025 Acquiescence Bias in Large Language Models EMNLP 2025 Adapting Bias Evaluation to Domain Contexts using Generative Models EMNLP 2025 A Diachronic Analysis of Human and Model Predictions on Audience Gender in How-to Guides ACL 2025 A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics IJCNLP 2025 AesBiasBench: Evaluating Bias and Alignment in Multimodal Language Models for Personalized Image Aesthetic Assessment EMNLP 2025 Africa Health Check: Probing Cultural Bias in Medical LLMs EMNLP 2025 AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark CVPR 2025 AI Sees Your Location—But With A Bias Toward The Wealthy World EMNLP 2025 AI Tools Can Generate Misculture Visuals! Detecting Prompts Generating Misculture Visuals For Prevention ACL 2025 ALBAR: Adversarial Learning approach to mitigate Biases in Action Recognition ICLR 2025 Algorithmic Accountability in Small Data: Sample-Size-Induced Bias Within Classification Metrics AISTATS 2025