Dennis Shen
6 papers · 2018–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze
π
Conference Pioneer
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Trend Setter
Venues
Top co-authors
Research topics
Keywords
principal component regression
(2)
high-dimensional statistics
(2)
synthetic control method
(2)
matrix completion
(2)
singular value thresholding
(2)
synthetic control
(2)
causal inference
(2)
high-dimensional regression
(1)
linear regression
(1)
model identification
(1)
matrix estimation
(1)
matrix denoising
(1)
generalization error bound
(1)
causal transportability
(1)
latent variable model
(1)
latent factor model
(1)
personalized model
(1)
prediction error
(1)
transition dynamics
(1)
heterogeneous agent
(1)
Papers
On Model Identification and Out-of-Sample Prediction of PCR with Applications to Synthetic Controls
JMLR 2025
Causal Matrix Completion
COLT 2023
Causal Imputation via Synthetic Interventions
CLeaR 2022
PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators
NeurIPS 2021
On Robustness of Principal Component Regression
NeurIPS 2019
Robust Synthetic Control
JMLR 2018