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Fairness

1139 directly classified papers

Papers per year

Papers

FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair WACV 2026

Fully Unsupervised Self-debiasing of Text-to-Image Diffusion Models WACV 2026

FairGSE: Fairness-Aware Graph Neural Network Without High False Positive Rates AAAI 2026

SCALEX: Scalable Concept and Latent Exploration for Diffusion Models WACV 2026

Learning Fair Representations with Kolmogorov-Arnold Networks AAAI 2026

Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models NAACL 2025

Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection COLING 2025

Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025

PMPO: A Self-Optimizing Framework for Creating High-Fidelity Measurement Tools for Social Bias in Large Language Models IJCNLP 2025

Social Bias in Popular Question-Answering Benchmarks IJCNLP 2025

LionGuard: A Contextualized Moderation Classifier to Tackle Localized Unsafe Content COLING 2025

Evaluating Dialect Robustness of Language Models via Conversation Understanding COLING 2025

FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025

VLind-Bench: Measuring Language Priors in Large Vision-Language Models NAACL 2025

A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics IJCNLP 2025

FinNLP-FNP-LLMFinLegal-2025 Shared Task: Financial Misinformation Detection Challenge Task COLING 2025

Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts IJCNLP 2025

Filipino Benchmarks for Measuring Sexist and Homophobic Bias in Multilingual Language Models from Southeast Asia COLING 2025

From Anger to Joy: How Nationality Personas Shape Emotion Attribution in Large Language Models IJCNLP 2025

Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025

HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype Detection IJCNLP 2025

LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025

Quantifying Cognitive Bias Induction in LLM-Generated Content IJCNLP 2025

Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models IJCNLP 2025

Evaluating Human Perception and Bias in AI-Generated Humor COLING 2025