activity
20212024
most citedReaching the Limit in Autonomous Racing: Optimal Control versus Reinforcement Learning

223 citations · 366 across the 7 of their papers we have counts for

collaborators

7 papers

cs.RO2024

Multi-Task Reinforcement Learning for Quadrotors

Jiaxu Xing, Ismail Geles, Yunlong Song +2

Reinforcement learning (RL) has shown great effectiveness in quadrotor control, enabling specialized policies to develop even human-champion-level performance in single-task scenar…

cs.RO2024

Agile Robotics: Optimal Control, Reinforcement Learning, and Differentiable Simulation

Yunlong Song, Davide Scaramuzza

Control systems are at the core of every real-world robot. They are deployed in an ever-increasing number of applications, ranging from autonomous racing and search-and-rescue miss…

cs.RO2023

Flymation: Interactive Animation for Flying Robots

Yunlong Song, Davide Scaramuzza

Trajectory visualization and animation play critical roles in robotics research. However, existing data visualization and animation tools often lack flexibility, scalability, and v…

cs.RO2023223 cited

Reaching the Limit in Autonomous Racing: Optimal Control versus Reinforcement Learning

Yunlong Song, Angel Romero, Matthias Mueller +2

A central question in robotics is how to design a control system for an agile mobile robot. This paper studies this question systematically, focusing on a challenging setting: auto…

cs.RO2023142 cited

Agilicious: Open-Source and Open-Hardware Agile Quadrotor for Vision-Based Flight

Philipp Foehn, Elia Kaufmann, Angel Romero +8

Autonomous, agile quadrotor flight raises fundamental challenges for robotics research in terms of perception, planning, learning, and control. A versatile and standardized platfor…

cs.RO20221 cited

Autonomous Ground Navigation in Highly Constrained Spaces: Lessons learned from The BARN Challenge at ICRA 2022

Xuesu Xiao, Zifan Xu, Zizhao Wang +14

The BARN (Benchmark Autonomous Robot Navigation) Challenge took place at the 2022 IEEE International Conference on Robotics and Automation (ICRA 2022) in Philadelphia, PA. The aim…