3 papers
cs.NI2026
Assurance-Scoped Reliability for Agentic Networks: Capturing the State That Matters
Bilgehan Erman, Andrea Francini, Nikos Papadis
Agentic networks transform accepted intents into operational services through autonomous reasoning, adaptive planning, tool use, and cross-domain coordination, but these capabiliti…
cs.NI2026
Evaluation of TCP Congestion Control for Public High-Performance Wide-Area Networks
Fatih Berkay Sarpkaya, Andrea Francini, Bilgehan Erman +1
Practitioners of a growing number of scientific and artificial-intelligence (AI) applications use High-Performance Wide-Area Networks (HP-WANs) for moving massive data sets between…
cs.NI2019
Hierarchical Deep Double Q-Routing
Ramy E. Ali, Bilgehan Erman, Ejder Baştuğ +1
This paper explores a deep reinforcement learning approach applied to the packet routing problem with high-dimensional constraints instigated by dynamic and autonomous communicatio…