3 papers
cs.NI2025
DRAMA: A Dynamic Packet Routing Algorithm using Multi-Agent Reinforcement Learning with Emergent Communication
Wang Zhang, Chenguang Liu, Yue Pi +6
The continuous expansion of network data presents a pressing challenge for conventional routing algorithms. As the demand escalates, these algorithms are struggling to cope. In thi…
cs.NI2025
A Reference Architecture for Autonomous Networks: An Agent-Based Approach
Joseph Sifakis, Dongming Li, Hairong Huang +4
The vision of autonomous systems is becoming increasingly important in many application areas, where the aim is to replace humans with agents. These include autonomous vehicles and…
cs.NI2024
Applications of Multi-Agent Deep Reinforcement Learning Communication in Network Management: A Survey
Yue Pi, Wang Zhang, Yong Zhang +4
With the advancement of artificial intelligence technology, the automation of network management, also known as Autonomous Driving Networks (ADN), is gaining widespread attention.…