Li-wei H. Lehman
5 papers · 2018–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Academic Marathon Β· Sprint
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Interdisciplinary Bridge Β· Bronze
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(16)
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Research topics
Machine Learning
(4)
Core Methods
(4)
Deep Learning
(3)
Architectures
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Healthcare & Medicine
(1)
Mathematics & Optimization
(1)
Clinical
(1)
Core AI
(1)
Learning Types
(1)
Mathematics
(1)
Methods
(1)
Optimization
(1)
Optimization & Theory
(1)
Keywords
representation learning
(1)
contrastive learning
(1)
robust optimization
(1)
transformer
(1)
clinical outcome prediction
(1)
constrained inference
(1)
outlier detection
(1)
sparse regression
(1)
system identification
(1)
low-rank recovery
(1)
noise reduction
(1)
low-rank matrix
(1)
low-rank matrix recovery
(1)
matrix recovery
(1)
conditional distribution
(1)
state space model
(1)
denoising autoencoder
(1)
partial differential equation
(1)
counterfactual prediction
(1)
denoising diffusion model
(1)
Papers
Switching State Space Modeling via Constrained Inference for Clinical Outcome Prediction
MLHC 2025
G-Transformer: Counterfactual Outcome Prediction under Dynamic and Time-varying Treatment Regimes
MLHC 2024
A Diffusion Model with Contrastive Learning for ICU False Arrhythmia Alarm Reduction
IJCAI 2023
Robust Low-Rank Discovery of Data-Driven Partial Differential Equations
AAAI 2020
Representation Learning Approaches to Detect False Arrhythmia Alarms from ECG Dynamics
MLHC 2018