372 citations · 1.7k across the 44 of their papers we have counts for
Showing stat.MLShow all
3 papers · 1 filter
stat.ML2023★ 1 cited
Variational Inference with Gaussian Score Matching
Chirag Modi, Charles Margossian, Yuling Yao +3
Variational inference (VI) is a method to approximate the computationally intractable posterior distributions that arise in Bayesian statistics. Typically, VI fits a simple paramet…
stat.ML2021★ 3 cited
Delayed rejection Hamiltonian Monte Carlo for sampling multiscale distributions
Chirag Modi, Alex Barnett, Bob Carpenter
The efficiency of Hamiltonian Monte Carlo (HMC) can suffer when sampling a distribution with a wide range of length scales, because the small step sizes needed for stability in hig…
stat.ML2019★ 3 cited
Generative Learning of Counterfactual for Synthetic Control Applications in Econometrics
Chirag Modi, Uros Seljak
A common statistical problem in econometrics is to estimate the impact of a treatment on a treated unit given a control sample with untreated outcomes. Here we develop a generative…