4 papers
Communication-Efficient Consensus Mechanism for Federated Reinforcement Learning
Xing Xu, Rongpeng Li, Zhifeng Zhao +1
The paper considers independent reinforcement learning (IRL) for multi-agent decision-making process in the paradigm of federated learning (FL). We show that FL can clearly improve…
Stigmergic Independent Reinforcement Learning for Multi-Agent Collaboration
Xing Xu, Rongpeng Li, Zhifeng Zhao +1
With the rapid evolution of wireless mobile devices, there emerges an increased need to design effective collaboration mechanisms between intelligent agents, so as to gradually app…
Internet of Intelligence: The Collective Advantage for Advancing Communications and Intelligence
Rongpeng Li, Zhifeng Zhao, Xing Xu +2
The fifth-generation cellular networks (5G) has boosted the unprecedented convergence between the information world and physical world. On the other hand, empowered with the enormo…
Brain-Inspired Stigmergy Learning
Xing Hsu, Zhifeng Zhao, Rongpeng Li +1
Stigmergy has proved its great superiority in terms of distributed control, robustness and adaptability, thus being regarded as an ideal solution for large-scale swarm control prob…