Dennis Shen
6 papers · 2018–2025 · 4 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (15) π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (4)
π
Academic Marathon
(7)
π
Cross-Pollinator
(13)
π
Renaissance Researcher
(5)
π
Conference Pioneer
Conferences
JMLR (2)
NIPS (2)
CLEAR (1)
COLT (1)
Top co-authors
Research topics
Keywords
singular value thresholding
(2)
principal component regression
(2)
synthetic control method
(2)
high-dimensional statistics
(2)
matrix completion
(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
NIPS 2021
On Robustness of Principal Component Regression
NIPS 2019
Robust Synthetic Control
JMLR 2018