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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
Ethical Considerations for Machine Translation of Indigenous Languages: Giving a Voice to the Speakers
ACL 2023
Towards Stable Natural Language Understanding via Information Entropy Guided Debiasing
ACL 2023
Svarah: Evaluating English ASR Systems on Indian Accents
INTERSPEECH 2023
Revisiting Pathologies of Neural Models under Input Reduction
ACL 2023
Not All Counterhate Tweets Elicit the Same Replies: A Fine-Grained Analysis
ACL 2023
Improved Approximation for Fair Correlation Clustering
AISTATS 2023
Scalable Spectral Clustering with Group Fairness Constraints
AISTATS 2023
Some Voices are Too Common: Building Fair Speech Recognition Systems Using the CommonVoice Dataset
INTERSPEECH 2023
Debiased Automatic Speech Recognition for Dysarthric Speech via Sample Reweighting with Sample Affinity Test
INTERSPEECH 2023
Examining the Causal Impact of First Names on Language Models: The Case of Social Commonsense Reasoning
ACL 2023
A Keyword Based Approach to Understanding the Overpenalization of Marginalized Groups by English Marginal Abuse Models on Twitter
ACL 2023
Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training
ACL 2023
University at Buffalo at SemEval-2023 Task 11: MASDA–Modelling Annotator Sensibilities through DisAggregation
ACL 2023
Unlearning Bias in Language Models by Partitioning Gradients
ACL 2023
Robustness-Aware Word Embedding Improves Certified Robustness to Adversarial Word Substitutions
ACL 2023
SeeGULL: A Stereotype Benchmark with Broad Geo-Cultural Coverage Leveraging Generative Models
ACL 2023
Mitigating Bias: Enhancing Image Classification by Improving Model Explanations
ACML 2023
AdamR at SemEval-2023 Task 10: Solving the Class Imbalance Problem in Sexism Detection with Ensemble Learning
ACL 2023
KoSBI: A Dataset for Mitigating Social Bias Risks Towards Safer Large Language Model Applications
ACL 2023
Equal Opportunity of Coverage in Fair Regression
NIPS 2023
Hey, Siri! Why Are You Biased against Women? (Student Abstract)
AAAI 2023
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient Alignment
AAAI 2023
Eliminating the Impossible, Whatever Remains Must Be True: On Extracting and Applying Background Knowledge in the Context of Formal Explanations
AAAI 2023
Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness Criteria
AAAI 2023
Performance Disparities between Accents in Automatic Speech Recognition (Student Abstract)
AAAI 2023
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