4 papers
Analyzing Symbolic Properties for DRL Agents in Systems and Networking
Mohammad Zangooei, Jannis Weil, Amr Rizk +2
Deep reinforcement learning (DRL) has shown remarkable performance on complex control problems in systems and networking, including adaptive video streaming, wireless resource mana…
Graph-Neural Multi-Agent Coordination for Distributed Access-Point Selection in Cell-Free Massive MIMO
Mohammad Zangooei, Lou Salaün, Chung Shue Chen +1
Cell-free massive MIMO (CFmMIMO) systems require scalable and reliable distributed coordination mechanisms to operate under stringent communication and latency constraints. A centr…
Dynamic SLA-aware Network Slice Monitoring
Niloy Saha, Mina Tahmasbi Arashloo, Nashid Shahriar +1
Next-generation networks increasingly rely on network slices - logical networks tailored to specific application requirements, each with distinct Service-Level Agreements (SLAs). E…
Routing and Wavelength Assignment with Minimal Attack Radius for QKD Networks
Mengyao Li, Qiaolun Zhang, Zongshuai Yang +4
Quantum Key Distribution (QKD) can distribute keys with guaranteed security but remains susceptible to key exchange interruption due to physical-layer threats, such as high-power j…