Fairness

Location Not Found: Exposing Implicit Local and Global Biases in Multilingual LLMs ACL 2026 Lost in Simulation: LLM-Simulated Users are Unreliable Proxies for Human Users in Agentic Evaluations ACL 2026 Measuring and Mitigating Racial Bias in Embedding Models: A Comparative Study for Law Enforcement Retrieval ACL 2026 Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos ACL 2026 Mind the Gap: Multilingual Divide in LLM Bias Detection and Reasoning ACL 2026 MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge ACL 2026 Modeling Annotator Disagreement with Demographic-Aware Experts and Synthetic Perspectives ACL 2026 Multimodal Semantic Bias Mitigation for Diverse Text-To-3D Generation CVPR 2026 Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop ACL 2026 One Persona, Many Cues, Different Results: How Sociodemographic Cues Impact LLM Personalization ACL 2026 Parity-Aware Byte-Pair Encoding: Improving Cross-lingual Fairness in Tokenization ACL 2026 Quantifying Metric and Model Agreement in Bias Evaluation of Large Language Models ACL 2026 Rank-Guided Pseudo-Bias Learning for Robust Black-Box Adaptation CVPR 2026 Revealing and Reducing Morphological Biases Using Implicit Neural Representations for Medical Image Registration MIDL 2026 SAFO: Stable Adaptive Fairness Optimization for LLM-Based Social Survey Simulation ACL 2026 SCALEX: Scalable Concept and Latent Exploration for Diffusion Models WACV 2026 Selective Test-Time Debiasing for CLIP via Reward Gating ACL 2026 SPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models ACL 2026 Stereotype Bias in a Bilingual Setting: A Culturally Grounded Evaluation in Kazakhstan ACL 2026 The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs ACL 2026 Thesis Proposal: Auditing and Mitigating Demographic Bias in Multi-Stage Retrieval Systems for Criminal Justice Applications ACL 2026 The Subjectivity of Respect in Police Traffic Stops: Modeling Community Perspectives in Body-Worn Camera Footage ACL 2026 Through the Looking Glass of Multilingual AI: Contrasting Language- and Name Script-Dependent Ethnic Hierarchies in GPT and DeepSeek ACL 2026 To Lie or Not to Lie? Investigating The Biased Spread of Global Lies by LLMs ACL 2026 Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization ACL 2026