Sizhe Xiao

Graph-Based Safe Reinforcement Learning for Multi-Agent Systems with Time-Varying Topology

This paper presents a graph-based safe multi-agent reinforcement learning (MARL) framework for cooperative navigation with time-varying topology. To address the critical challenge of ensuring safety in environments with sensing constraints, a safety-decoupled mechanism is introduced through a Control Barrier-Like Funct...