← Application Areas
Machine Learning › Application Areas ›

Fairness

3337 directly classified papers

Papers per year

Papers

ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models IJCAI 2025
Measuring Gender Bias in Language Models in Farsi ACL 2025
Dividing Conflicting Items Fairly IJCAI 2025
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts ACL 2025
SAGED: A Holistic Bias-Benchmarking Pipeline for Language Models with Customisable Fairness Calibration COLING 2025
FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes ACL 2025
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark CVPR 2025
LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences ACL 2025
FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025
Ask Me Like I’m Human: LLM-based Evaluation with For-Human Instructions Correlates Better with Human Evaluations than Human Judges ACL 2025
Fairness Shields: Safeguarding against Biased Decision Makers AAAI 2025
Hate Speech in Times of Crises: a Cross-Disciplinary Analysis of Online Xenophobia in Greece ACL 2025
Measuring Bias or Measuring the Task: Understanding the Brittle Nature of LLM Gender Biases EMNLP 2025
Towards Fairness Assessment of Dutch Hate Speech Detection ACL 2025
Good Intentions Beyond ACL: Who Does NLP for Social Good, and Where? EMNLP 2025
Value Portrait: Assessing Language Models’ Values through Psychometrically and Ecologically Valid Items ACL 2025
AesBiasBench: Evaluating Bias and Alignment in Multimodal Language Models for Personalized Image Aesthetic Assessment EMNLP 2025
Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation ACL 2025
Gradient Extrapolation for Debiased Representation Learning ICCV 2025
Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization ACL 2025
Large Learning Rates Simultaneously Achieve Robustness to Spurious Correlations and Compressibility ICCV 2025
LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers ACL 2025
Reward Model Perspectives: Whose Opinions Do Reward Models Reward? EMNLP 2025
From End-Users to Co-Designers: Lessons from Teachers ACL 2025
Physics-Guided Fair Graph Sampling for Water Temperature Prediction in River Networks AAAI 2025