BAYESIAN STATE TRACKING AND SIM-TO-REAL TRANSFER FOR VISION-AND-LANGUAGE NAVIGATION A Thesis Presented to The Academic Faculty By Ayush Shrivastava In Partial Fulfillment of the Requirements for the Degree Master of Science in Computer Science in the College of Computing Georgia Institute of Technology May 2021 © Ayush Shrivastava 2021