12 citations · 15 across the 6 of their papers we have counts for
6 papers · 1 filter
Towards Cloud-Native Agentic Protocol Learning for Conflict-Free 6G: A Case Study on Inter-Slice Resource Allocation
Juan Sebastián Camargo, Farhad Rezazadeh, Hatim Chergui +2
In this paper, we propose a novel cloud-native architecture for collaborative agentic network slicing. Our approach addresses the challenge of managing shared infrastructure, parti…
On the Specialization of FDRL Agents for Scalable and Distributed 6G RAN Slicing Orchestration
Farhad Rezazadeh, Lanfranco Zanzi, Francesco Devoti +3
Network slicing enables multiple virtual networks to be instantiated and customized to meet heterogeneous use case requirements over 5G and beyond network deployments. However, mos…
A Collaborative Statistical Actor-Critic Learning Approach for 6G Network Slicing Control
Farhad Rezazadeh, Hatim Chergui, Luis Blanco +2
Artificial intelligence (AI)-driven zero-touch massive network slicing is envisioned to be a disruptive technology in beyond 5G (B5G)/6G, where tenancy would be extended to the fin…
Actor-Critic-Based Learning for Zero-touch Joint Resource and Energy Control in Network Slicing
Farhad Rezazadeh, Hatim Chergui, Loizos Christofi +1
To harness the full potential of beyond 5G (B5G) communication systems, zero-touch network slicing (NS) is viewed as a promising fully-automated management and orchestration (MANO)…
Zero-touch Continuous Network Slicing Control via Scalable Actor-Critic Learning
Farhad Rezazadeh, Hatim Chergui, Christos Verikoukis
Artificial intelligence (AI)-driven zero-touch network slicing is envisaged as a promising cutting-edge technology to harness the full potential of heterogeneous 5G and beyond 5G (…
Continuous Multi-objective Zero-touch Network Slicing via Twin Delayed DDPG and OpenAI Gym
Farhad Rezazadeh, Hatim Chergui, Luis Alonso +1
Artificial intelligence (AI)-driven zero-touch network slicing (NS) is a new paradigm enabling the automation of resource management and orchestration (MANO) in multi-tenant beyond…