publications

2025

1. Obtaining Personalized Predictions from a Randomized Controlled Trial on Alzheimer’s Disease

   Dennis Shen, Anish Agarwal, Vishal Misra, and 4 more authors

   Scientific Reports, 2025

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2. Synthetic Interventions: Extending Synthetic Controls to Multiple Treatments

   Anish Agarwal, Devavrat Shah, and Dennis Shen

   Major revision at Operations Research, 2025

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3. On Model Identification and Out-of-Sample Prediction of Principal Component Regression with Applications to Synthetic Controls

   Anish Agarwal, Devavrat Shah, and Dennis Shen

   Forthcoming in Journal of Machine Learning Research (JMLR), 2025

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2024

2023

1. Causal Matrix Completion

   Anish Agarwal, Munther Dahleh, Devavrat Shah, and 1 more author

   In Conference on Learning Theory (COLT), 2023

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2. Same Root Different Leaves: Time Series and Cross-Sectional Methods in Panel Data

   Dennis Shen, Peng Ding, Jasjeet Sekhon, and 1 more author

   Econometrica, 2023

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3. Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator

   Dennis Shen, Dogyoon Song, Peng Ding, and 1 more author

   2023

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2022

1. Causal Imputation via Synthetic Interventions

   Chandler Squires, Dennis Shen, Anish Agarwal, and 2 more authors

   In Causal Learning and Reasoning (CLEAR), 2022

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2. Public health implications of opening National Football League stadiums during the COVID-19 pandemic

   Bernardo García Bulle, Dennis Shen, Devavrat Shah, and 1 more author

   Proceedings of the National Academy of Sciences (PNAS), 2022

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2021

1. On Robustness of Principal Component Regression

   Anish Agarwal, Devavrat Shah, Dennis Shen, and 1 more author

   Journal of the American Statistical Association (JASA), 2021

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2. PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators

   Anish Agarwal, Abdullah Alomar, Varkey Alumootil, and 4 more authors

   In Advances in Neural Information Processing Systems (NeurIPS), 2021

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2020

1. Two Burning Questions on COVID-19: Did shutting down the economy help? Can we (partially) reopen the economy without risking the second wave?

   Anish Agarwal, Abdullah Alomar, Arnab Sarker, and 3 more authors

   2020

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2019

1. MRSC: Multi-Dimensional Robust Synthetic Control

   Muhammad Amjad, Vishal Misra, Devavrat Shah, and 1 more author

   Proc. ACM Meas. Anal. Comput. Syst., Jun 2019

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2018

1. Robust Synthetic Control

   Muhammad Amjad, Devavrat Shah, and Dennis Shen

   Journal of Machine Learning Research (JMLR), Jun 2018

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2. Model Agnostic Time Series Analysis via Matrix Estimation

   Anish Agarwal, Muhammad Jehangir Amjad, Devavrat Shah, and 1 more author

   Proc. ACM Meas. Anal. Comput. Syst., Dec 2018

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