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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
Mitigating Learnerese Effects for CEFR Classification
NAACL 2022
An exploratory data analysis: the performance differences of a medical code prediction system on different demographic groups
NAACL 2022
The Impact of Differential Privacy on Group Disparity Mitigation
NAACL 2022
Gendered Language in Resumes and its Implications for Algorithmic Bias in Hiring
NAACL 2022
Why Knowledge Distillation Amplifies Gender Bias and How to Mitigate from the Perspective of DistilBERT
NAACL 2022
Analysis of Gender Bias in Social Perception and Judgement Using Chinese Word Embeddings
NAACL 2022
Indigenous Language Revitalization and the Dilemma of Gender Bias
NAACL 2022
SRCB at SemEval-2022 Task 5: Pretraining Based Image to Text Late Sequential Fusion System for Multimodal Misogynous Meme Identification
NAACL 2022
Using Item Response Theory to Measure Gender and Racial Bias of a BERT-based Automated English Speech Assessment System
NAACL 2022
Separating Hate Speech and Offensive Language Classes via Adversarial Debiasing
NAACL 2022
DeTox: A Comprehensive Dataset for German Offensive Language and Conversation Analysis
NAACL 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models
NAACL 2022
On the Impossibility of Non-trivial Accuracy in Presence of Fairness Constraints
AAAI 2022
Fairness by “Where”: A Statistically-Robust and Model-Agnostic Bi-level Learning Framework
AAAI 2022
Don’t sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks
NAACL 2022
Learning fair representation with a parametric integral probability metric
ICML 2022
Causal Conceptions of Fairness and their Consequences
ICML 2022
Gigs with Guarantees: Achieving Fair Wage for Food Delivery Workers
IJCAI 2022
Learning To Learn Across Diverse Data Biases in Deep Face Recognition
CVPR 2022
Fair Contrastive Learning for Facial Attribute Classification
CVPR 2022
Balanced MSE for Imbalanced Visual Regression
CVPR 2022
On Guiding Visual Attention With Language Specification
CVPR 2022
Contextual Debiasing for Visual Recognition With Causal Mechanisms
CVPR 2022
Unsupervised Learning of Debiased Representations With Pseudo-Attributes
CVPR 2022
De-Bias for Generative Extraction in Unified NER Task
ACL 2022
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