Trent Kyono
5 papers · 2019–2023 · 3 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(12)
❓
The Questioner
Conferences
NIPS (3)
AISTATS (1)
MLHC (1)
Top co-authors
Keywords
causal inference
(2)
representation learning
(1)
multi-task learning
(1)
causal structure learning
(1)
multi-view learning
(1)
causal structure
(1)
neural network regularization
(1)
generalization bound
(1)
convolutional neural network
(1)
missing data imputation
(1)
data imputation
(1)
treatment effect
(1)
missing datum
(1)
confounding variable
(1)
selective imputation
(1)
breast cancer
(1)
causal directed acyclic graph
(1)
data generating mechanism
(1)
mammogram diagnosis
(1)
radiological assessment
(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
NIPS 2021
MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms
NIPS 2021
CASTLE: Regularization via Auxiliary Causal Graph Discovery
NIPS 2020
Multi-view Multi-task Learning for Improving Autonomous Mammogram Diagnosis
MLHC 2019