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Machine Learning
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Fairness
3337 directly classified papers
Papers per year
2011: 1
2013: 3
2014: 2
2016: 6
2017: 30
2018: 65
2019: 182
2020: 239
2021: 373
2022: 456
2023: 533
2024: 648
2025: 644
2026: 155
Papers
Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale Datasets for Responsible LLMs
IJCAI 2025
MEDEQUALQA: Evaluating Biases in LLMs with Counterfactual Reasoning
IJCNLP 2025
No for Some, Yes for Others: Persona Prompts and Other Sources of False Refusal in Language Models
EMNLP 2025
Evaluating and Mitigating Linguistic Discrimination in Large Language Models: Perspectives on Safety Equity and Knowledge Equity
IJCAI 2025
Analyzing and Improving the Skin Tone Consistency and Bias in Implicit 3D Relightable Face Generators
WACV 2025
Wisdom from Diversity: Bias Mitigation Through Hybrid Human-LLM Crowds
IJCAI 2025
Exploring Health Misinformation Detection with Multi-Agent Debate
IJCNLP 2025
Investigating Bias in LLM-Based Bias Detection: Disparities between LLMs and Human Perception
COLING 2025
Evaluating Health Question Answering Under Readability-Controlled Style Perturbations
EMNLP 2025
Seeing Symbols, Missing Cultures: Probing Vision-Language Models’ Reasoning on Fire Imagery and Cultural Meaning
EMNLP 2025
EMBRACE: Shaping Inclusive Opinion Representation by Aligning Implicit Conversations with Social Norms
IJCNLP 2025
That Ain’t Right: Assessing LLM Performance on QA in African American and West African English Dialects
EMNLP 2025
Joint Vision-Language Social Bias Removal for CLIP
CVPR 2025
Beyond the Rubric: Cultural Misalignment in LLM Benchmarks for Sexual and Reproductive Health
IJCNLP 2025
WEFE: A Python Library for Measuring and Mitigating Bias in Word Embeddings
JMLR 2025
AI Sees Your Location—But With A Bias Toward The Wealthy World
EMNLP 2025
Web(er) of Hate: A Survey on How Hate Speech Is Typed
ACL 2025
“The dentist is an involved parent, the bartender is not”: Revealing Implicit Biases in QA with Implicit BBQ
IJCNLP 2025
From civility to parity: Marxist-feminist ethics for context-aware algorithmic content moderation
ACL 2025
Ensuring Reliable and Transparent Algorithmic Fairness Through Optimal Transport and Uncertainty Quantification
IJCAI 2025
Is this Chatbot Trying to Sell Something? Towards Oversight of Chatbot Sales Tactics
EMNLP 2025
TitleTrap: Probing Presentation Bias in LLM-Based Scientific Reviewing
IJCNLP 2025
FAIR-TAT: Improving Model Fairness using Targeted Adversarial Training
WACV 2025
Style Over Substance: Evaluation Biases for Large Language Models
COLING 2025
Federated Learning at the Forefront of Fairness: A Multifaceted Perspective
IJCAI 2025
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