Matthew B.A. McDermott
4 papers · 2019–2025 · 3 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (11) π£ Hot Topic Early Bird
π
Renaissance Researcher
(5)
Top co-authors
Research topics
Machine Learning
(3)
Healthcare & Medicine
(2)
Clinical
(2)
Core Methods
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Deep Learning
(1)
Interdisciplinary
(1)
Natural Language Processing
(1)
Application Areas
(1)
Applications
(1)
Core AI
(1)
Learning Paradigms
(1)
Learning Types Β· Machine Learning
(1)
Learning Types Β· Deep Learning
(1)
Keywords
contrastive learning
(1)
embedding
(1)
text mining
(1)
relation extraction
(1)
information extraction
(1)
temporal information
(1)
pretraining
(1)
event stream
(1)
benchmark dataset
(1)
biomedical domain
(1)
electronic health record
(1)
domain-specific language
(1)
chest x-ray
(1)
radiology report
(1)
differentiable approximation
(1)
clinical domain
(1)
biomedical nlp
(1)
clinical nlp
(1)
systematic exploration
(1)
silver label
(1)
Papers
ACES: Automatic Cohort Extraction System for Event-Stream Datasets
ICLR 2025
Event-Based Contrastive Learning for Medical Time Series
MLHC 2024
CheXpert++: Approximating the CheXpert Labeler for Speed, Differentiability, and Probabilistic Output
MLHC 2020
REflex: Flexible Framework for Relation Extraction in Multiple Domains
ACL 2019