1 code implementation • 17 Dec 2023 • Amirreza Kazemi, Martin Ester
Individual treatment effect (ITE) estimation requires adjusting for the covariate shift between populations with different treatments, and deep representation learning has shown great promise in learning a balanced representation of covariates.
1 code implementation • NeurIPS 2023 • Sharan Vaswani, Amirreza Kazemi, Reza Babanezhad, Nicolas Le Roux
Instantiating the generic algorithm results in an actor that involves maximizing a sequence of surrogate functions (similar to TRPO, PPO) and a critic that involves minimizing a closely connected objective.