Hilbert-Augmented Reinforcement Learning for Scalable Multi-Robot Coverage and Exploration

Tamil Selvan Gurunathan, Aryya Gangopadhyay

We present a coverage framework that integrates Hilbert space-filling priors into decentralized multi-robot learning and execution. We augment DQN and PPO with Hilbert-based spatia…