Prashant Kumar2026-04-242025-08-08https://ir.iitd.ac.in/handle/123456789/8001enSparsity constraintsAdversarial pointAutonomous navigationRobust technologyFoundational aspectsLearning based solutions for lidar navigations under constrained environmentsThesis