SWIFT: Scalable Ultra-Wideband Sub-Nanosecond Wavelength Switching for Data Centre Networks. - Thomas Gerard; Christopher Parsonson; Zacharaya Shabka; Polina Bayvel; Domaniç Lavery; Georgios Zervas (CoRR, 2020)

Optimal Control of SOAs with Artificial Intelligence for Sub-Nanosecond Optical Switching. - Christopher W. F. Parsonson; Zacharaya Shabka; W. Konrad Chlupka; Bawang Goh; Georgios Zervas (CoRR, 2020)

Nara: Learning Network-Aware Resource Allocation Algorithms for Cloud Data Centres. - Zacharaya Shabka; Georgios Zervas (CoRR, 2021)

One-shot, Offline and Production-Scalable PID Optimisation with Deep Reinforcement Learning. - Zacharaya Shabka; Michael Enrico; Nick Parsons; Georgios Zervas (CoRR, 2022)

Network Aware Compute and Memory Allocation in Optically Composable Data Centres with Deep Reinforcement Learning and Graph Neural Networks. - Zacharaya Shabka; Georgios Zervas (CoRR, 2022)

Techniques for applying reinforcement learning to routing and wavelength assignment problems in optical fiber communication networks. - Josh W. Nevin; Sam Nallaperuma; Nikita A. Shevchenko; Zacharaya Shabka; Georgios Zervas; Seb J. Savory (JOCN, 2022)

Partitioning Distributed Compute Jobs with Reinforcement Learning and Graph Neural Networks. - Christopher W. F. Parsonson; Zacharaya Shabka; Alessandro Ottino; Georgios Zervas (CoRR, 2023)

Network-aware compute and memory allocation in optically composable data centers with deep reinforcement learning and graph neural networks. - Zacharaya Shabka; Georgios Zervas (JOCN, 2023)