← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Towards Harmless Rawlsian Fairness Regardless of Demographic Prior NIPS 2024
Whispers of Doubt Amidst Echoes of Triumph in NLP Robustness NAACL 2024
From ‘Showgirls’ to ‘Performers’: Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs ACL 2024
Think Before You Act: A Two-Stage Framework for Mitigating Gender Bias Towards Vision-Language Tasks NAACL 2024
Exploring the Emotional Dimension of French Online Toxic Content COLING 2024
Automatic Generation of Model and Data Cards: A Step Towards Responsible AI NAACL 2024
Transforming Recommender Systems: Balancing Personalization, Fairness, and Human Values IJCAI 2024
Fair Abstractive Summarization of Diverse Perspectives NAACL 2024
Towards Fairer NLP Models: Handling Gender Bias In Classification Tasks ACL 2024
A Fairness Analysis of Human and AI-Generated Student Reflection Summaries ACL 2024
Bridging Multicalibration and Out-of-distribution Generalization Beyond Covariate Shift NIPS 2024
The power of Prompts: Evaluating and Mitigating Gender Bias in MT with LLMs ACL 2024
A Luxembourgish Corpus as a Gender Bias Evaluation Testset COLING 2024
LEEC for Judicial Fairness: A Legal Element Extraction Dataset with Extensive Extra-Legal Labels IJCAI 2024
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications NAACL 2024
Detecting Gender Discrimination on Actor Level Using Linguistic Discourse Analysis ACL 2024
Investigating Gender Bias in STEM Job Advertisements ACL 2024
Studying Reactions to Stereotypes in Teenagers: an Annotated Italian Dataset COLING 2024
A Survival Guide for Iranian Women Prescribed by Iranian Women: Participatory AI to Investigate Intimate Partner Physical Violence in Iran IJCAI 2024
Reflecting the Male Gaze: Quantifying Female Objectification in 19th and 20th Century Novels COLING 2024
HarmPot: An Annotation Framework for Evaluating Offline Harm Potential of Social Media Text COLING 2024
Mitigating Spurious Correlations via Disagreement Probability NIPS 2024
Auditing Fairness under Unobserved Confounding AISTATS 2024
Evaluating Saliency Explanations in NLP by Crowdsourcing COLING 2024
Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference AAAI 2024