Scalable Task-Driven Robotic Swarm Control via Collision Avoidance and Learning Mean-Field Control

Kai Cui,Mengguang Li,Christian Fabian,Heinz Koeppl,Kai Cui,Mengguang Li,Christian Fabian,Heinz Koeppl

In recent years, reinforcement learning and its multi-agent analogue have achieved great success in solving various complex control problems. However, multi-agent rein-forcement learning remains challenging both in its theoretical analysis and empirical design of algorithms, especially for large swarms of embodied robotic agents where a definitive toolchain remains part of active research. We use ...