← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Uncovering Cultural Representation Disparities in Vision-Language Models IJCNLP 2025
TitleTrap: Probing Presentation Bias in LLM-Based Scientific Reviewing IJCNLP 2025
FAIR-TAT: Improving Model Fairness using Targeted Adversarial Training WACV 2025
Self-Pluralising Culture Alignment for Large Language Models NAACL 2025
Efficient and Rigorous Model-Agnostic Explanations IJCAI 2025
Exploring Health Misinformation Detection with Multi-Agent Debate IJCNLP 2025
Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models IJCNLP 2025
Fine-Tuning on Noisy Instructions: Effects on Generalization and Performance IJCNLP 2025
Human-Centered Disability Bias Detection in Large Language Models IJCNLP 2025
MEDEQUALQA: Evaluating Biases in LLMs with Counterfactual Reasoning IJCNLP 2025
From Anger to Joy: How Nationality Personas Shape Emotion Attribution in Large Language Models IJCNLP 2025
Observing Micromotives and Macrobehavior of Large Language Models IJCNLP 2025
DECASTE: Unveiling Caste Stereotypes in Large Language Models Through Multi-Dimensional Bias Analysis IJCAI 2025
Moral Compass: A Data-Driven Benchmark for Ethical Cognition in AI IJCAI 2025
A Rapid Test for Accuracy and Bias of Face Recognition Technology WACV 2025
Fair Text Classification via Transferable Representations JMLR 2025
SciHallu: A Multi-Granularity Hallucination Detection Dataset for Scientific Writing IJCNLP 2025
Re-Evaluating Group Robustness via Adaptive Class-Specific Scaling WACV 2025
CABIN: Debiasing Vision-Language Models Using Backdoor Adjustments IJCAI 2025
Fair Domain Generalization with Heterogeneous Sensitive Attributes Across Domains WACV 2025
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification WACV 2025
Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale Datasets for Responsible LLMs IJCAI 2025
Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection AACL 2025
Multi-Group Proportional Representations for Text-to-Image Models CVPR 2025
Evaluating and Mitigating Linguistic Discrimination in Large Language Models: Perspectives on Safety Equity and Knowledge Equity IJCAI 2025