← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

Evaluating Health Question Answering Under Readability-Controlled Style Perturbations EMNLP 2025
Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation ICCV 2025
Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT ACL 2025
Benchmarking Multimodal Large Language Models Against Image Corruptions ICCV 2025
Detecting Bias and Intersectional Bias in Italian Word Embeddings and Language Models ACL 2025
MAVias: Mitigate any Visual Bias ICCV 2025
Rethinking Prompt-based Debiasing in Large Language Model ACL 2025
Power(ful) Associations: Rethinking “Stereotype” for NLP ACL 2025
Assessing Gender Bias of Pretrained Bangla Language Models in STEM and SHAPE Fields ACL 2025
Gender-Neutral Large Language Models for Medical Applications: Reducing Bias in PubMed Abstracts ACL 2025
GeNRe: A French Gender-Neutral Rewriting System Using Collective Nouns ACL 2025
Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion CVPR 2025
Watching the Watchers: Exposing Gender Disparities in Machine Translation Quality Estimation ACL 2025
Algorithmic Fidelity of Large Language Models in Generating Synthetic German Public Opinions: A Case Study ACL 2025
Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025
Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models ACL 2025
Disentangling Biased Knowledge from Reasoning in Large Language Models via Machine Unlearning ACL 2025
Assessing Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks ACL 2025
VLSBench: Unveiling Visual Leakage in Multimodal Safety ACL 2025
Conspiracy Theories and Where to Find Them on TikTok ACL 2025
White Men Lead, Black Women Help? Benchmarking and Mitigating Language Agency Social Biases in LLMs ACL 2025
Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification ACL 2025
The Lawyer That Never Thinks: Consistency and Fairness as Keys to Reliable AI ACL 2025
Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking ACL 2025
Background Invariance Testing According to Semantic Proximity ICCV 2025