Evol-TL: evolutionary transfer learning for QoT estimation in multi-domain networks CY Liu, X Chen, R Proietti, SJB Yoo 2020 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2020 | 26 | 2020 |
Demonstration of distributed collaborative learning with end-to-end QoT estimation in multi-domain elastic optical networks X Chen, B Li, R Proietti, CY Liu, Z Zhu, SJB Yoo Optics express 27 (24), 35700-35709, 2019 | 21 | 2019 |
A multi-task-learning-based transfer deep reinforcement learning design for autonomic optical networks X Chen, R Proietti, CY Liu, SJB Yoo IEEE Journal on Selected Areas in Communications 39 (9), 2878-2889, 2021 | 20 | 2021 |
Exploiting multi-task learning to achieve effective transfer deep reinforcement learning in elastic optical networks X Chen, R Proietti, CY Liu, Z Zhu, SJB Yoo Optical Fiber Communication Conference, M1B. 3, 2020 | 20 | 2020 |
Automating optical network fault management with machine learning X Chen, CY Liu, R Proietti, Z Li, SJB Yoo IEEE Communications Magazine 60 (12), 88-94, 2022 | 19 | 2022 |
Performance studies of evolutionary transfer learning for end-to-end QoT estimation in multi-domain optical networks CY Liu, X Chen, R Proietti, SJB Yoo Journal of Optical Communications and Networking 13 (4), B1-B11, 2021 | 17 | 2021 |
ARON: application-driven reconfigurable optical networking for HPC data centers G Yuan, R Proietti, X Liu, A Castro, D Zang, N Sun, CY Liu, Z Cao, ... ECOC 2016; 42nd European Conference on Optical Communication, 1-3, 2016 | 15 | 2016 |
Machine-learning-aided cognitive reconfiguration for flexible-bandwidth HPC and data center networks X Chen, R Proietti, M Fariborz, CY Liu, SJB Yoo Journal of Optical Communications and Networking 13 (6), C10-C20, 2021 | 13 | 2021 |
On cooperative fault management in multi-domain optical networks using hybrid learning X Chen, CY Liu, R Proietti, J Yin, Z Li, SJB Yoo IEEE Journal of Selected Topics in Quantum Electronics 28 (4: Mach. Learn …, 2022 | 12 | 2022 |
Towards self-driving optical networking with reinforcement learning and knowledge transferring X Chen, R Proietti, CY Liu, SJB Yoo 2020 International Conference on Optical Network Design and Modeling (ONDM), 1-3, 2020 | 10 | 2020 |
Cooperative learning for disaggregated delay modeling in multidomain networks F Tabatabaeimehr, M Ruiz, CY Liu, X Chen, R Proietti, SJB Yoo, ... IEEE Transactions on Network and Service Management 18 (3), 3633-3646, 2021 | 8 | 2021 |
SL-Hyper-FleX: a cognitive and flexible-bandwidth optical datacom network by self-supervised learning CY Liu, X Chen, Z Li, R Proietti, SJB Yoo Journal of Optical Communications and Networking 14 (2), A113-A121, 2022 | 7 | 2022 |
Machine-learning-aided dynamic reconfiguration in optical dc/hpc networks SK Singh, CY Liu, SJB Yoo, R Proietti 2022 International Conference on Optical Network Design and Modeling (ONDM), 1-6, 2022 | 3 | 2022 |
Modular Optical Nodes with Anylane Add-Drop for Spatial Division Multiplexed Networks CY Liu, DT Neilson, R Ryf, SJB Yoo, JE Simsarian Optical Fiber Communication Conference, M4G. 5, 2023 | 2 | 2023 |
Multi-cluster reconfiguration with traffic prediction in hyper-flex-lion architecture SK Singh, R Proietti, CY Liu, SJB Yoo 2022 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2022 | 2 | 2022 |
MAESTRO: MAke-bEfore-break StraTegy for Reconfiguration in Optical Datacenters SK Singh, CY Liu, R Proietti, SJB Yoo Optical Fiber Communication Conference, W1G. 2, 2023 | 1 | 2023 |
When Task Scheduling Meets Flexible-bandwidth Optical Interconnects: A Cross-layer Resource Orchestration Design X Chen, CY Liu, R Proietti, S Chen, Z Li, SJB Yoo Optical Fiber Communication Conference, Th1G. 3, 2022 | | 2022 |
Reconfigurable Optical Datacom Networks by Self-supervised Learning CY Liu, X Chen, R Proietti, Z Li, SJB Yoo Proceedings of the ACM SIGCOMM 2021 Workshop on Optical Systems, 23-27, 2021 | | 2021 |
Machine-Learning-Aided Bandwidth and Topology Reconfiguration for Optical Data Center Networks R Proietti, CY Liu, X Chen, SJB Yoo 2021 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2021 | | 2021 |