| SmartFCT: Improving power-efficiency for data center networks with deep reinforcement learning P Sun, Z Guo, S Liu, J Lan, J Wang, Y Hu Computer Networks 179, 107255, 2020 | 55 | 2020 |
| An apprenticeship learning approach for adaptive video streaming based on chunk quality and user preference W Li, J Huang, S Wang, C Wu, S Liu, J Wang IEEE Transactions on Multimedia 25, 2488-2502, 2022 | 42 | 2022 |
| SDNShield: NFV-based defense framework against DDoS attacks on SDN control plane KY Chen, S Liu, Y Xu, IK Siddhrau, S Zhou, Z Guo, HJ Chao IEEE/ACM Transactions on Networking 30 (1), 1-17, 2021 | 32 | 2021 |
| Task-aware TCP in data center networks S Liu, J Huang, Y Zhou, J Wang, T He IEEE/ACM Transactions on Networking 27 (1), 389-404, 2019 | 30 | 2019 |
| Federated deep reinforcement learning-based intelligent dynamic services in UAV-assisted MEC P Hou, X Jiang, Z Wang, S Liu, Z Lu IEEE Internet of Things Journal 10 (23), 20415-20428, 2023 | 26 | 2023 |
| HybridFlow: Achieving load balancing in software-defined WANs with scalable routing Z Guo, S Dou, Y Wang, S Liu, W Feng, Y Xu IEEE Transactions on Communications 69 (8), 5255-5268, 2021 | 26 | 2021 |
| BMW tree: Large-scale, high-throughput and modular PIFO implementation using balanced multi-way sorting tree R Yao, Z Zhang, G Fang, P Gao, S Liu, Y Fan, Y Xu, HJ Chao Proceedings of the ACM SIGCOMM 2023 Conference, 208-219, 2023 | 19 | 2023 |
| RAPID: Avoiding TCP incast throughput collapse in public clouds with intelligent packet discarding Y Xu, S Shukla, Z Guo, S Liu, ASW Tam, K Xi, HJ Chao IEEE Journal on Selected areas in Communications 37 (8), 1911-1923, 2019 | 18 | 2019 |
| DAVS: Dynamic-chunk quality aware adaptive video streaming using apprenticeship learning W Li, J Huang, S Wang, S Liu, J Wang GLOBECOM 2020-2020 IEEE Global Communications Conference, 1-6, 2020 | 16 | 2020 |
| ABS: Adaptive buffer sizing via augmented programmability with machine learning J Tang, S Liu, Y Xu, Z Guo, J Zhang, P Gao, Y Chen, X Wang, HJ Chao IEEE INFOCOM 2022-IEEE Conference on Computer Communications, 2038-2047, 2022 | 15 | 2022 |
| QoS-aware flow control for power-efficient data center networks with deep reinforcement learning P Sun, Z Guo, S Liu, J Lan, Y Hu ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 14 | 2020 |
| Boosting distributed machine learning training through loss-tolerant transmission protocol Z Chen, L Shi, X Liu, X Ai, S Liu, Y Xu 2023 IEEE/ACM 31st International Symposium on Quality of Service (IWQoS), 1-10, 2023 | 13 | 2023 |
| Reducing traffic burstiness for MPTCP in data center networks S Liu, J Huang, W Jiang, J Wang Journal of Network and Computer Applications 192, 103169, 2021 | 12 | 2021 |
| EMPTCP: an ECN based approach to detect shared bottleneck in MPTCP J Ye, R Liu, Z Xie, L Feng, S Liu 2019 28th International Conference on Computer Communication and Networks …, 2019 | 12 | 2019 |
| FedCAda: Adaptive client-side optimization for accelerated and stable federated learning L Zhou, Y He, K Zhai, X Liu, S Liu, X Ma, G Ye, H Chai ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and …, 2025 | 11 | 2025 |
| vpifo: Virtualized packet scheduler for programmable hierarchical scheduling in high-speed networks Z Zhang, S Chen, R Yao, R Sun, H Mei, H Wang, Z Chen, G Fang, Y Fan, ... Proceedings of the ACM SIGCOMM 2024 Conference, 983-999, 2024 | 11 | 2024 |
| Opportunistic transmission for video streaming over wild internet J Huang, Q Su, W Li, Z Liu, T Zhang, S Liu, P Zhong, W Jiang, J Wang ACM Transactions on Multimedia Computing, Communications and Applications 18 …, 2023 | 11 | 2023 |
| Halflife: An adaptive flowlet-based load balancer with fading timeout in data center networks S Liu, Y Gao, Z Chen, J Ye, H Xu, F Liang, W Yan, Z Tian, Q Sun, Z Guo, ... Proceedings of the Nineteenth European Conference on Computer Systems, 66-81, 2024 | 10 | 2024 |
| Maintaining Control Resiliency and Flow Programmability in Software-Defined WANs During Controller Failures. Z Guo, S Dou, S Liu, W Feng, W Jiang, Y Xu, ZL Zhang IEEE/ACM Trans. Netw. 30 (3), 969-984, 2022 | 9 | 2022 |
| Congestion-aware critical gradient scheduling for distributed machine learning in data center networks Z Guo, J Wang, S Liu, J Ren, Y Xu, C Yao IEEE Transactions on Cloud Computing 11 (3), 2296-2311, 2022 | 8 | 2022 |
