TreeIRL system architecture

TreeIRL: Safe Urban Driving with Tree Search and Inverse Reinforcement Learning

How can we combine search with ML for safe and human-like autonomous driving?

September 2025 · Momchil S. Tomov, Sang Uk Lee, Hansford Hendrago, Jinwook Huh, Teawon Han, Forbes Howington, Rafael da Silva, Gianmarco Bernasconi, Marc Heim, Samuel Findler, Xiaonan Ji, Alexander Boule, Michael Napoli, Kuo Chen, Jesse Miller, Boaz Floor, Yunqing Hu
Explainable AI for self-driving cars

Explainable deep learning improves human mental models of self-driving cars

How can self-driving cars explain their decisions?

November 2024 · Eoin M. Kenny, Akshay Dharmavaram, Sang Uk Lee, Tung Phan-Minh, Shreyas Rajesh, Yunqing Hu, Laura Major, Momchil S. Tomov *, Julie A. Shah *
Lab2Car system architecture

Lab2Car: A Versatile Wrapper for Deploying Experimental Planners in Complex Real-world Environments

How can we safely deploy experimental motion planners at the early stages of development?

September 2024 · Marc Heim, Francisco Suarez-Ruiz, Ishraq Bhuiyan, Bruno Brito, Momchil S. Tomov