Sofia Triantafillou
8 papers · 2010–2024 · 5 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Bronze π Conference Polyglot Β· Silver πΊοΈ Taxonomy Completionist (15)
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Topic Evolution
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Trend Setter
Venues
Top co-authors
Research topics
Artificial Intelligence
(7)
Core AI
(7)
Machine Learning
(5)
Learning Types
(5)
Knowledge & Reasoning
(3)
Optimization & Theory
(3)
Reasoning
(3)
Healthcare & Medicine
(2)
Bayesian & Probabilistic
(2)
Clinical
(2)
Core Methods
(2)
Learning Paradigms
(2)
Mathematics & Optimization
(1)
Optimization
(1)
Keywords
causal inference
(4)
causal discovery
(4)
causal structure
(3)
observational data
(3)
causal effect estimation
(3)
causal structure learning
(2)
experimental data
(2)
markov boundary
(2)
treatment effect
(2)
overlapping variable set
(2)
sat solver
(1)
causal relation
(1)
pairwise causal graph
(1)
confounding adjustment
(1)
markov blanket
(1)
bayesian method
(1)
conditional treatment effect
(1)
causal graphical model
(1)
causal feature selection
(1)
constraint-based method
(1)
Papers
Learning Causal Markov Boundaries with Mixed Observational and Experimental Data
PGM 2024
Learning Treatment Effects from Observational and Experimental Data
AISTATS 2023
Causal and interventional Markov boundaries
UAI 2021
Learning Adjustment Sets from Observational and Limited Experimental Data
AAAI 2021
Tuning Causal Discovery Algorithms
PGM 2020
Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets
JMLR 2015
Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies
JMLR 2012
Learning Causal Structure from Overlapping Variable Sets
AISTATS 2010