The Importance Of Evaluation In The Reinforcement Learning Revolution

We celebrate RL breakthroughs, but behind the hype lies a brittle foundation: evaluation. Without it, progress risks being ...
IEEE

Multi-Agent Reinforcement Learning for Multi-Cell Spectrum and Power Allocation

Abstract: Efficient and scalable radio resource allocation is essential for the success of wireless cellular networks. This paper presents a fully scalable multi-agent reinforcement learning (MARL) ...
IEEE

A Game Theory-Reinforcement Learning Approach to Cooperation for UAVs

Abstract: To execute a variety of collaborative tasks, the cooperation for unmanned aerial vehicles (UAVs) with complicated interactions under dynamic environments is a challenging and critical issue.