Trent Kyono
5 papers · 2019–2023 · 3 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (12) π£ Hot Topic Early Bird β The Questioner
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Research topics
Keywords
causal inference
(3)
representation learning
(1)
multi-task learning
(1)
causal structure learning
(1)
synthetic data generation
(1)
multi-view learning
(1)
causal structure
(1)
neural network regularization
(1)
generalization bound
(1)
convolutional neural network
(1)
missing data imputation
(1)
generative adversarial network
(1)
structural causal model
(1)
tabular data
(1)
data imputation
(1)
treatment effect
(1)
fairness constraint
(1)
missing data
(1)
confounding variable
(1)
selective imputation
(1)
Papers
To Impute or not to Impute? Missing Data in Treatment Effect Estimation
AISTATS 2023
DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks
NeurIPS 2021
MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms
NeurIPS 2021
CASTLE: Regularization via Auxiliary Causal Graph Discovery
NeurIPS 2020
Multi-view Multi-task Learning for Improving Autonomous Mammogram Diagnosis
MLHC 2019