Learning safe control for multi-robot systems: Methods, verification, and open challenges

K Garg, S Zhang, O So, C Dawson, C Fan - Annual Reviews in Control, 2024‏ - Elsevier
In this survey, we review the recent advances in control design methods for robotic multi-
agent systems (MAS), focusing on learning-based methods with safety considerations. We …

Myopically verifiable probabilistic certificates for safe control and learning

Z Wang, H **g, C Kurniawan, A Chern… - arxiv preprint arxiv …, 2024‏ - arxiv.org
This paper addresses the design of safety certificates for stochastic systems, with a focus on
ensuring long-term safety through fast real-time control. In stochastic environments, set …