Megan Richards
4 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Hot Topic Early Bird
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Mega-Team · Squad
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The Questioner
Venues
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Research topics
Keywords
object recognition
(2)
domain generalization
(2)
computer vision
(1)
text classification
(1)
toxicity detection
(1)
speech classification
(1)
machine learning
(1)
distribution shift
(1)
quality assurance
(1)
foundation model
(1)
data quality
(1)
electronic health record
(1)
annotation quality
(1)
clinical validation
(1)
performance disparity
(1)
real-world data
(1)
geographic disparity
(1)
clinical data
(1)
geographic bia
(1)
factor annotation
(1)
Papers
On the Role of Speech Data in Reducing Toxicity Detection Bias
NAACL 2025
Does Progress On Object Recognition Benchmarks Improve Generalization on Crowdsourced, Global Data?
ICLR 2024
Exploring Why Object Recognition Performance Degrades Across Income Levels and Geographies with Factor Annotations
NeurIPS 2023
Development and Validation of ML-DQA – a Machine Learning Data Quality Assurance Framework for Healthcare
MLHC 2022