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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
Multiple Birds with One Stone: Beating 1/2 for EFX and GMMS via Envy Cycle Elimination
AAAI 2020
Equalized odds postprocessing under imperfect group information
AISTATS 2020
Auditing ML Models for Individual Bias and Unfairness
AISTATS 2020
Adapting Text Embeddings for Causal Inference
UAI 2020
TECHSSN at SemEval-2020 Task 12: Offensive Language Detection Using BERT Embeddings
SEMEVAL 2020
TheNorth at SemEval-2020 Task 12: Hate Speech Detection Using RoBERTa
SEMEVAL 2020
Deep Fair Clustering for Visual Learning
CVPR 2020
Mitigating Bias in Face Recognition Using Skewness-Aware Reinforcement Learning
CVPR 2020
NestedVAE: Isolating Common Factors via Weak Supervision
CVPR 2020
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation
CVPR 2020
Modeling Subjective Assessments of Guilt in Newspaper Crime Narratives
CONLL 2020
On the Robustness of Data-Driven Controllers for Linear Systems
L4DC 2020
Exploring the Linear Subspace Hypothesis in Gender Bias Mitigation
EMNLP 2020
Fairness in Network Representation by Latent Structural Heterogeneity in Observational Data
AAAI 2020
Differentially Private Representation for NLP: Formal Guarantee and An Empirical Study on Privacy and Fairness
EMNLP 2020
Bursting the Filter Bubble: Fairness-Aware Network Link Prediction
AAAI 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards
EMNLP 2020
A negative case analysis of visual grounding methods for VQA
ACL 2020
Gender Gap in Natural Language Processing Research: Disparities in Authorship and Citations
ACL 2020
Reducing Gender Bias in Neural Machine Translation as a Domain Adaptation Problem
ACL 2020
Social Biases in NLP Models as Barriers for Persons with Disabilities
ACL 2020
Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview
ACL 2020
Demographics Should Not Be the Reason of Toxicity: Mitigating Discrimination in Text Classifications with Instance Weighting
ACL 2020
Towards Understanding Gender Bias in Relation Extraction
ACL 2020
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer
ACL 2020
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