Muxuan Liang
4 papers · 2022–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🐣
Hot Topic Early Bird
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Research topics
Keywords
causal inference
(1)
conformal prediction
(1)
high-dimensional inference
(1)
empirical risk minimization
(1)
covariate shift
(1)
kernel smoothing
(1)
surrogate loss
(1)
individualized treatment rule
(1)
propensity score
(1)
prediction interval
(1)
electronic health record
(1)
labeled data
(1)
doubly robust estimator
(1)
observational data
(1)
hypothesis test
(1)
unlabeled data
(1)
high-dimensional covariate
(1)
doubly robust estimation
(1)
high-dimensional classification
(1)
outcome regression
(1)
Papers
Inference with non-differentiable surrogate loss in a general high-dimensional classification framework
JMLR 2026
Towards the Efficient Inference by Incorporating Automated Computational Phenotypes under Covariate Shift
ICML 2025
Uncertainty-Aware Prediction of Parkinson’s Disease Medication Needs: A Two-Stage Conformal Prediction Approach
MLHC 2025
Estimation and inference on high-dimensional individualized treatment rule in observational data using split-and-pooled de-correlated score
JMLR 2022