| Techniques for applying reinforcement learning to routing and wavelength assignment problems in optical fiber communication networks JW Nevin, S Nallaperuma, NA Shevchenko, Z Shabka, G Zervas, ... Journal of Optical Communications and Networking 14 (9), 733-748, 2022 | 19 | 2022 |
| AI-optimised tuneable sources for bandwidth-scalable, sub-nanosecond wavelength switching T Gerard, C Parsonson, Z Shabka, B Thomsen, P Bayvel, D Lavery, ... Optics Express 29 (7), 11221-11242, 2021 | 18 | 2021 |
| Optimal control of soas with artificial intelligence for sub-nanosecond optical switching CWF Parsonson, Z Shabka, WK Chlupka, G Zervas Journal of Lightwave Technology 38 (20), 5563-5573, 2020 | 18 | 2020 |
| Resource allocation in disaggregated data centre systems with reinforcement learning Z Shabka, G Zervas arXiv preprint arXiv:2106.02412, 2021 | 8* | 2021 |
| SWIFT: scalable ultra-wideband sub-nanosecond wavelength switching for data centre networks T Gerard, C Parsonson, Z Shabka, P Bayvel, D Lavery, G Zervas arXiv preprint arXiv:2003.05489, 2020 | 8 | 2020 |
| Network-aware compute and memory allocation in optically composable data centers with deep reinforcement learning and graph neural networks Z Shabka, G Zervas Journal of Optical Communications and Networking 15 (2), 133-143, 2023 | 3 | 2023 |
| Optimal and low complexity control of soa-based optical switching with particle swarm optimisation H Alkharsan, CWF Parsonson, Z Shabka, X Mu, A Ottino, G Zervas European Conference and Exhibition on Optical Communication, Tu3C. 5, 2022 | 2 | 2022 |
| Production-Scalable Control Optimisation for Optical Switching With Deep Reinforcement Learning Z Shabka, M Enrico, P Almeida, N Parsons, G Zervas Journal of Lightwave Technology 42 (6), 2018-2025, 2024 | | 2024 |
| Optimisation for Optical Data Centre Switching and Networking with Artificial Intelligence Z Shabka UCL (University College London), 2023 | | 2023 |
| Partitioning Distributed Compute Jobs with Reinforcement Learning and Graph Neural Networks CWF Parsonson, Z Shabka, A Ottino, G Zervas arXiv preprint arXiv:2301.13799, 2023 | | 2023 |
| One-shot, Offline and Production-Scalable PID Optimisation with Deep Reinforcement Learning Z Shabka, M Enrico, N Parsons, G Zervas arXiv preprint arXiv:2210.13906, 2022 | | 2022 |
| Networks and Switching CWF Parsonson, Z Shabka, WK Chlupka, B Goh, G Zervas | | |
