publications in reversed chronological order.


  1. Algebraic and Statistical Properties of the Ordinary Least Squares Interpolator
    Dennis Shen, Dogyoon Song, Peng Ding, and 1 more author
  2. Synthetic Interventions
    Anish Agarwal, Devavrat Shah, and Dennis Shen
  3. Causal Matrix Completion
    Anish Agarwal, Munther Dahleh, Devavrat Shah, and 1 more author
    In Conference on Learning Theory (COLT), 2023
  4. Same Root Different Leaves: Time Series and Cross-Sectional Methods in Panel Data
    Dennis Shen, Peng Ding, Jasjeet Sekhon, and 1 more author
    Forthcoming in Econometrica, 2023


  1. Causal Imputation via Synthetic Interventions
    Chandler Squires, Dennis Shen, Anish Agarwal, and 2 more authors
    In Causal Learning and Reasoning (CLEAR), 2022
  2. On Model Identification and Out-of-Sample Prediction of Principal Component Regression: Applications to Synthetic Controls
    Anish Agarwal, Devavrat Shah, and Dennis Shen
  3. 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


  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
  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


  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


  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


  1. Robust Synthetic Control
    Muhammad Amjad, Devavrat Shah, and Dennis Shen
    Journal of Machine Learning Research (JMLR), Jun 2018
  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