1 Introduction

2 Background and Task Formulations

3 World Model: Learning and Representing the Visual Environments

4 Human Model: Interpreting and Communicating with Humans

5 VLN Agent: Learning an Embodied Agent for Reasoning and Planning

6 Challenges and Future Directions