← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Is this Chatbot Trying to Sell Something? Towards Oversight of Chatbot Sales Tactics EMNLP 2025
Common Sense Bias Modeling for Classification Tasks AAAI 2025
Multi-Group Proportional Representations for Text-to-Image Models CVPR 2025
Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability CVPR 2025
Attention IoU: Examining Biases in CelebA using Attention Maps CVPR 2025
Explaining in Diffusion: Explaining a Classifier with Diffusion Semantics CVPR 2025
Web(er) of Hate: A Survey on How Hate Speech Is Typed ACL 2025
Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models ACL 2025
Gender Swapping as a Data Augmentation Technique: Developing Gender-Balanced Datasets for Ukrainian Language Processing ACL 2025
Precision vs. Perturbation: Robustness Analysis of Synonym Attacks in Ukrainian NLP ACL 2025
From civility to parity: Marxist-feminist ethics for context-aware algorithmic content moderation ACL 2025
Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases ACL 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025
Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025
Decoding Fatphobia: Examining Anti-Fat and Pro-Thin Bias in AI-Generated Images NAACL 2025
Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025
Towards Region-aware Bias Evaluation Metrics NAACL 2025
Hydrangea@DravidianLanTech2025: Abusive language Identification from Tamil and Malayalam Text using Transformer Models NAACL 2025
Do Prevalent Bias Metrics Capture Allocational Harms from LLMs? NAACL 2025
Will the Prince Get True Love’s Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts NAACL 2025
Gender Encoding Patterns in Pretrained Language Model Representations NAACL 2025
Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring ACL 2025
Disentangling, Amplifying, and Debiasing: Learning Disentangled Representations for Fair Graph Neural Networks AAAI 2025
FairGP: A Scalable and Fair Graph Transformer Using Graph Partitioning AAAI 2025
When Neutral Summaries Are Not That Neutral: Quantifying Political Neutrality in LLM-Generated News Summaries (Student Abstract) AAAI 2025