Reinforcement Learning

Model-based Navigation in Environments with Novel Layouts Using Abstract 2-D Maps

This work aims to improve the zero-shot generalization performance in navigation on novel layouts.

Match Plan Generation in Web Search with Parameterized Action Reinforcement Learning

We propose a parameterized action reinforcement learning algorithm to improve the performance of match plan generation in Bing search.

InterFact: Towards Interactive Factorization of Actionable Entities

This work proposes a reinforcement learning framework for compositional object-oriented environments.