陈小良  (特任研究员)

电子邮箱:

职务:Assistant Professor

学位:博士

毕业院校:University of Science and Technology of China

   

科学研究

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期刊论文(部分):

31. Ruoxing Li, Xiaoliang Chen, Fei Yang, Meihan Wu, Nelson L. S. da Fonseca, and Zuqing Zhu, "On the Service Provisioning and Reconfiguration for Asymmetric Traffic in Drop-and-Continue Optical Networks based on P2MP-TRXs," IEEE/ACM Transactions on Networking, Early Access, 2026 [Corresponding Author].

30. Che-Yu Liu, Xiaoliang Chen, Roberto Proietti, Zuqing Zhu, and S. J. Ben Yoo, "Deep Reinforcement Learning-aided Multi-step Job Scheduling in Optical Data Center Networks," Journal of Optical Communications and Networkingvol. 17, no. 9, pp. D96 - D105, Sept. 2025 [Corresponding Author].

29. Xiaokang Chen, Xiaoliang Chen, and Zuqing Zhu, "Interpretable Optical Network Fault Detection and Localization with Multi-Task Graph Prototype Learning," Journal of Optical Communications and Networkingvol. 17, no. 9, pp. D73 - D82, Sept. 2025 [Invited[Corresponding Author].

28. Xixuan Zhou, Ruoyu Xu, Xiaojian Tian, Yueyue Zhang, Yu Liang, Xiaoliang Chen, and Zuqing Zhu, "Distributed Routing and Data Scheduling in IPNs With GNN-Based Multi-Agent DRL," IEEE Internet of Things Journalvol. 12, no. 12, pp. 21565 - 21576, June 2025, 2025 [Corresponding Author].

27. Xiaojian Tian, Xiaoliang Chen, Xixuan Zhou, Nirwan Ansari, and Zuqing Zhu, "On the Rate Control and Information Exchange for Optimizing Data Transfers in IPNs," IEEE Internet of Things Journal, vol. 12, no. 7, pp. 9069 - 9081, April 2025 [Corresponding Author].

26. Xuexia Xie, Binjun Tang, Xiaoliang Chen, and Zuqing Zhu, "P4INC-AOI: All-Optical Interconnect Empowered by In-Network Computing for DML Workloads," IEEE/ACM Transactions on Networking, vol. 33, no. 3, pp. 1236 - 1251, June 2025 [Corresponding Author].

25. Meihan Wu, Xiaoliang Chen, Francesco Musumeci, Ruoxing Li, Yuxiao Zhang, Qian Lv, and Zuqing Zhu, "On the Cross-Layer Restoration to Address Packet Layer Failures in P2MP-TRX-based WSONs," Journal of Optical Communications and Networking, vol. 17, no. 2, pp. 95-109, Feb. 2025 [Corresponding Author].

24.  Qian Lv, Yuxiao Zhang, Shuoning Zhang, Ruoxing Li, Ke Meng, Bowen Zhang, Fuguang Huang, Xiaoliang Chen, and Zuqing Zhu, “On the TPE Design to Efficiently Accelerate Hitless Reconfiguration of OCS-based DCNs," IEEE Journal on Selected Areas in Communications, vol. 43, no. 5, pp. 1780 - 1792, Feb. 2025 [Corresponding Author].

23. Xiaoliang Chen, Zhenlin Ouyang, Hanyu Gao, Qunzhi Lin, and Zuqing Zhu, "Meta-Learning-Aided QoT Estimator Provisioning for Dynamic VNT Configuration in Optical Networks," Journal of Optical Communications and Networking, vol. 17, no. 1, pp. A103-A111, Jan. 2025 [Invited].

22. Hanyu Gao, Xiaoliang Chen, Chao Lu, and Zhaohui Li, "On the generalization of cognitive optical networking applications using composable machine learning," Journal of Optical Communications and Networking, vol. 16, no. 6, pp. 631-643, June 2024 [Corresponding Author].

21. Xiaoliang Chen, Hanyu Gao, Xin Xiong, Xuefeng Yan, Zuqing Zhu, and Zhaohui Li, "Field Trial of Autonomous Lightpath Provisioning Over an SDM Network Using 7-Core Fibers," Journal of Lightwave Technology, vol. 42, no. 3, pp. 1151-1158, Feb. 2024 [Postdeadline Paper].

20. Xiaoliang Chen, Che-Yu Liu, Roberto Proietti, Zhaohui Li, and S. J. B. Yoo, "Automating Optical Network Fault Management with Machine Learning," IEEE Communications Magazine, vol. 60, no. 12, pp. 88-94, Dec. 2022.

19. Xiaoliang Chen, Che-Yu Liu, Roberto Proietti, Jie Yin, Zhaohui Li, and S. J. B. Yoo, "On Cooperative Fault Management in Multi-domain Optical Networks Using Hybrid Learning," IEEE Journal of Selected Topics in Quantum Electronics, vol. 28, no. 4, pp. 1-9, July 2022 [Invited].

18. Xiaoliang Chen, Roberto Proietti, Che-Yu Liu, and S. J. B. Yoo, "A Multi-Task-Learning-based Transfer Deep Reinforcement Learning Design for Autonomic Optical Networks," IEEE Journal on Selected Areas in Communications, vol. 39, no. 9, pp. 2878-2889, Sept. 2021.

17. Xiaoliang Chen, Roberto Proietti, Marjan Fariborz, Che-Yu Liu, and S. J. B. Yoo, "Machine-Learning-Aided Cognitive Recon guration for Flexible-Bandwidth HPC and Data Center Networks," Journal of Optical Communications and Networking, vol. 13, no. 6, pp. C10-C20, June 2021 [Invited].

16. Che-Yu Liu, Xiaoliang Chen, Roberto Proietti, and S. J. B. Yoo, "Performance Studies of Evolutionary Transfer Learning for End-to-End QoT Estimation in Multi-domain Optical Networks," Journal of Optical Communications and Networking, vol. 13, no. 4, pp. B1-B11, April 2021 [Invited] [Corresponding Author].

15. Xiaoliang Chen, Baojia Li, Roberto Proietti, Che-Yu Liu, Zuqing Zhu and S. J. Ben Yoo, "Demonstration of Distributed Collaborative Learning with End-to-End QoT Estimation in Multi-Domain Elastic Optical Networks," Optics Express, vol. 27, no. 24, pp. 35700-35709, Nov. 2019.

14. Xiaoliang Chen, Roberto Proietti and S. J. Ben Yoo, "Building Autonomic Elastic Optical Networks with Deep Reinforcement Learning," IEEE Communications Magazine, vol. 57, no. 10, pp. 20-26, Oct. 2019.

13. Xiaoliang Chen, Baojia Li, Roberto Proietti, Hongbo Lu, Zuqing Zhu and S. J. Ben Yoo, "DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks," Journal of Lightwave Technology, vol. 37, no. 16, pp. 4155-4163, Aug. 2019.

12. Xiaoliang Chen, Baojia Li, Roberto Proietti, Zuqing Zhu and S. J. Ben Yoo, "Self-Taught Anomaly Detection With Hybrid Unsupervised/Supervised Machine Learning in Optical Networks," Journal of Lightwave Technology, vol. 37, no. 7, pp. 1742-1749, Apr. 2019 [Highly-scored Paper].

11. Xiaoliang Chen, Zuqing Zhu, Roberto Proietti and S. J. Ben Yoo, "On Incentive-Driven VNF Service Chaining in Inter-Datacenter Elastic Optical Networks: A Hierarchical Game-Theoretic Mechanism," IEEE Trans. Netw. Service Manag., vol. 16, no. 1, pp. 1-12, Mar. 2019.

10. Xiaoliang Chen, Roberto Proietti, Hongbo Lu, Alberto Castro and S. J. Ben Yoo, "Knowledge-based Autonomous Service Provisioning in Multi-Domain Elastic Optical Networks," IEEE Communications Magazine, vol. 56, no. 8, pp. 152-158, Aug. 2018.

9. Xiaoliang Chen, Zuqing Zhu, Jiannan Guo, Sheng Kang, Roberto Proietti, Alberto Castro and S. J. B. Yoo, "Leveraging Mixed-Strategy Gaming to Realize Incentive-Driven VNF Service Chain Provisioning in Broker-Based Elastic Optical Inter-Datacenter Networks," Journal of Optical Communications and Networking, vol. 10, no. 2, pp. A232-A240, Feb. 2018 [Invited].

8. Xiaoliang Chen, Muqing Zhou, Shilin Zhu, Sheng Kang, Lu Sun, and Zuqing Zhu, "Optimizing FIPP-p-Cycle Protection Design to Realize Availability-Aware Elastic Optical Networks," IEEE Commun. Lett., vol. 22, no. 1, pp. 65-68, Jan. 2018.

7. Xiaoliang Chen, Zuqing Zhu, Lu Sun, Jie Yin, Shilin Zhu, Alberto Castro and S. J. B. Yoo, "Incentive-Driven Bidding Strategy for Brokers to Compete for Service Provisioning Tasks in Multi-Domain SD-EONs," Journal of Lightwave Technology, vol. 34, no. 16, pp. 3867-3876, Aug. 2016.

6. Xiaoliang Chen, Shilin Zhu, Liu Jiang and Zuqing Zhu, "On Spectrum Efficient Failure-Independent Path Protection p-Cycle Design in Elastic Optical Networks," Journal of Lightwave Technology, vol. 33, no. 17, pp. 3719-3729, Sept. 2015.

5. Xiaoliang Chen, Massimo Tornatore, Shilin Zhu, Fan Ji, Wenshuang Zhou, Cen Chen, Daoyun Hu, Liu Jiang and Zuqing Zhu, "Flexible Availability-Aware Differentiated Protection in Software-Defined Elastic Optical Networks," Journal of Lightwave Technology, vol. 33, no. 17, pp. 3872-3882, Sept. 2015.

4. Xiaoliang Chen, Bin Zhao, Shoujiang Ma, Cen Chen, Daoyun Hu, Wenshuang Zhou and Zuqing Zhu, "Leveraging master-slave OpenFlow controller arrangement to improve control plane resiliency in SD-EONs," Optics Express, vol. 23, no. 6, pp. 7550-7558, Mar. 2015.

3. Xiaoliang Chen, Fan Ji, Shilin Zhu, Qinkun Bao and Zuqing Zhu, "Availability-Aware Service Provisioning in SD-EON based Inter-Datacenter Networks," Photon. Netw. Commun., vol. 31, no. 3, pp. 543-549, Jun. 2016.

2. Xiaoliang Chen, Fan Ji, and Zuqing Zhu, "Service Availability Oriented p-Cycle Protection Design in Elastic Optical Networks," Journal of Optical Communications and Networking, vol. 6, no. 10, pp. 901-910, Oct. 2014.

1. Xiaoliang Chen, Fan Ji and Zuqing Zhu, "Energy-Efficient Resilience in Translucent Optical Networks with Mixed Regenerator Placement," Journal of Optical Communications and Networking, vol. 5, no. 7, pp. 741-750, Jul. 2013.


会议论文(部分):

9. Yuxuan Dou, Zeyu Li, Xuexia Xie, Xiaoliang Chen, Zuqing Zhu, "Accelerating LLM Training in Optical AI Clusters with Asynchronously-Invoked Hitless In-Job Partial TPE," in Proc. of OFC 2026 [Corresponding Author].

8. Bohan Fu, Meihan Wu, Binjun Tang, Ruoxing Li, Xiaoliang Chen, Zuqing Zhu, "Straggler-avoiding Scheduling: How P2MP Optical Networks Accelerate Geo-distributed LLM Training," in Proc. of OFC 2026 [Corresponding Author].

7. Xiaoliang Chen, Wenbang Zheng, Shuoning Zhang, Xiaoyan Dong, Ke Meng, and Zuqing Zhu, "DRL-TPE: Learning to Optimize TPE of Optical Interconnects to Accelerate Hitless Reconfiguration of OCS-based DCNs," in Proc. of OFC 2025.

6. Hanyu Gao, Xiaokang Chen, Wenbang Zheng, Xiaoliang Chen, Zhaohui Li, "Experimental Demonstration of Automated ML Service Provisioning for VNT Configuration in SDM Networks," in Proc. of OFC 2024 [Top-Score Paper] [Corresponding Author].

5. Hanyu Gao, Xiaoliang Chen, Wenbang Zheng, Yingyu Chen, Yongguang Xiao, Zhaohui Li, "Demonstration of composable-ML-assisted autonomous lightpath configuration over a field- deployed SDM network with 7-core fibers," in Proc. of OFC 2023 [Postdeadline Paper] [Corresponding Author].

4. Xiaoliang Chen, Che-Yu Liu, Roberto Proietti, Shaoyi Chen, Zhaohui Li and S. J. B. Yoo, "When Task Scheduling Meets Flexible-bandwidth Optical Interconnects: A Cross-layer Resource Orchestration Design," in Proc. of OFC 2022.

4. Che-Yu Liu, Xiaoliang Chen, Roberto Proietti, Zhaohui Li and S. J. B. Yoo, "Reconfigurable Optical Datacom Networks by Self-supervised Learning," in Proc. of the ACM SIGCOMM 2021 Workshop on Optical Systems (OptSys 2021) [Corresponding Author].

3. Xiaoliang Chen, Roberto Proietti, Che-Yu Liu, Zuqing Zhu and S. J. B. Yoo, "Exploiting Multi-Task Learning to Achieve E ective Transfer Deep Reinforcement Learning in Elastic Optical Networks," in Proc. of OFC 2020.

Xiaoliang Chen, Baojia Li, Roberto Proietti, Zuqing Zhu and S. J. B. Yoo, "Multi-Agent Deep Reinforcement Learning in Cognitive Inter-Domain Networking with Multi-Broker Orchestra- tion," in Proc. of OFC 2019.

1. Xiaoliang Chen, Baojia Li, Mohammadsadegh Shamsabardeh, Roberto Proietti, Zuqing Zhu and S. J. B. Yoo, "On Real-time and Self-taught Anomaly Detection in Optical Networks Using Hybrid Unsupervised/Supervised Learning," in Proc. of ECOC 2018 [Top-Score Paper].


邀请报告:

"Spatial and Temporal Scheduling for Accelerating LLM Training in OCS-based DCNs," ACP 2025, Industry Forum: Optical Circuit Switching (OCS) for AI Reconfigurable Datacenter Network (RDCN): Devices, Systems and applications.

"Toward Intrinsically Interpretable Machine Learning Applications for Optical Networks," ACP 2024.

"Toward Intrinsically Interpretable AI in Optical Networks Using KAN-based Symbolic Regression," FNWF 2024.

"Distributed Intelligence for Real-time Optical Network Control," OECC/PSC 2022, Workshop on Essentials of Intelligent Optical Network in 2030.

"Towards self-driving optical networking with reinforcement learning and knowledge transferring," ONDM 2020.

"Collaborative Learning in Multi-Domain Optical Networks," ACP 2020.

"Knowledge-Based Service Provisioning in Multi-Domain Elastic Optical Networks," IEEE IPC 2018.