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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
Aligning Large Language Models with Diverse Political Viewpoints
EMNLP 2024
Artificial Intelligence in the CS2023 Undergraduate Computer Science Curriculum: Rationale and Challenges
AAAI 2024
Generating Diagnostic and Actionable Explanations for Fair Graph Neural Networks
AAAI 2024
Transforming Healthcare: A Comprehensive Approach to Mitigating Bias and Fostering Empathy through AI-Driven Augmented Reality
AAAI 2024
Disagreeable, Slovenly, Honest and Un-named Women? Investigating Gender Bias in English Educational Resources by Extending Existing Gender Bias Taxonomies
ACL 2024
An Explainable Approach to Understanding Gender Stereotype Text
ACL 2024
Chasing Fairness in Graphs: A GNN Architecture Perspective
AAAI 2024
Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost
COLING 2024
Performant ASR Models for Medical Entities in Accented Speech
INTERSPEECH 2024
Social Bias Probing: Fairness Benchmarking for Language Models
EMNLP 2024
What the Harm? Quantifying the Tangible Impact of Gender Bias in Machine Translation with a Human-centered Study
EMNLP 2024
From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space
AAAI 2024
Subtle Biases Need Subtler Measures: Dual Metrics for Evaluating Representative and Affinity Bias in Large Language Models
ACL 2024
Towards measuring fairness in speech recognition: Fair-Speech dataset
INTERSPEECH 2024
Quality-Diversity Generative Sampling for Learning with Synthetic Data
AAAI 2024
Sociodemographic Bias in Language Models: A Survey and Forward Path
ACL 2024
Building Bridges: A Dataset for Evaluating Gender-Fair Machine Translation into German
ACL 2024
Studying Reactions to Stereotypes in Teenagers: an Annotated Italian Dataset
COLING 2024
FairWASP: Fast and Optimal Fair Wasserstein Pre-processing
AAAI 2024
HateModerate: Testing Hate Speech Detectors against Content Moderation Policies
NAACL 2024
Parameterized Approximation Schemes for Fair-Range Clustering
NIPS 2024
SafeAR: Safe Algorithmic Recourse by Risk-Aware Policies
AAAI 2024
Group Fairness in Multilingual Speech Recognition Models
NAACL 2024
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints
AAAI 2024
The FIGNEWS Shared Task on News Media Narratives
ACL 2024
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