Robotics

Core project

Wireless Localization

MAPLE-RF: Localization with Partial Maps

Efficient neural posterior inference for RF source localization while a robot has explored only part of its environment.

Core project

Wireless Robotics

MAGNETAR: Joint RF Pose Inference

Multipath-guided joint posteriors over transmitter position and heading, calibrated from simulation and evaluated on a 10-GHz robotic RF testbed.

Mentored emerging direction

Robotics Multimodal AI

Object-Centric RGB-D Spatial Memory

A mentored exploratory project on sparse RGB-D sensing, object memory, retrieval, and embodied spatial reasoning.

Secondary project

Wireless Robotics

Wireless-Guided Indoor Navigation

Ray-tracing digital-twin priors and physics-informed reinforcement learning for zero-shot indoor navigation.

Core project

Wireless Robotics

Robotic RF Localization & Experimental Systems

A 10-GHz robotic RF testbed connecting channel sounding, mobile sensing, localization, and SLAM-based navigation experiments.