Research

I am interested in building adaptive agents that can safely navigate complex environments to achieve desired outcomes. To this end, I am focused on the framework of Bayesian model-based reinforcement learning. I believe it provides the natural basis for building robust and adaptive artificial agents that can deal with stochastic and partially-observable environments.

More specifically, my research has been dedicated to creating better world models (latent-variable generative modeling) and model-based agents with Bayesian planning objectives.