Huiyuan Wang
5 papers · 2022–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(15)
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Trend Setter
Venues
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Research topics
Machine Learning
(5)
Artificial Intelligence
(3)
Core Methods
(3)
Deep Learning
(2)
Core AI
(2)
Learning Types · Machine Learning
(2)
Optimization & Theory
(2)
Knowledge & Reasoning
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Architectures
(1)
Learning Paradigms · Artificial Intelligence
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Keywords
estimation error
(2)
heterogeneous treatment effect
(2)
unmeasured confounding
(2)
causal inference
(2)
gradient boosting
(1)
linear regression
(1)
minimax optimal
(1)
disentangled representation
(1)
data heterogeneity
(1)
mutual information minimization
(1)
neighbor aggregation
(1)
conditional average treatment effect
(1)
minimax optimal rate
(1)
average treatment effect
(1)
oracle estimator
(1)
tree-based method
(1)
causal tree
(1)
graph ode
(1)
confounding entropy
(1)
weighted m-estimator
(1)
Papers
A Statistical Theory of Regularization-Based Continual Learning
ICML 2024
Prometheus: Out-of-distribution Fluid Dynamics Modeling with Disentangled Graph ODE
ICML 2024
Difference-in-Differences Meets Tree-based Methods: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding
ICML 2023
The Aggregation–Heterogeneity Trade-off in Federated Learning
COLT 2023
Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding
NeurIPS 2022