| Geryon: Accelerating distributed CNN training by network-level flow scheduling S Wang, D Li, J Geng IEEE INFOCOM 2020-IEEE Conference on Computer Communications, 1678-1687, 2020 | 60 | 2020 |
| Impact of network topology on the performance of DML: Theoretical analysis and practical factors S Wang, D Li, J Geng, Y Gu, Y Cheng IEEE INFOCOM 2019-IEEE conference on computer communications, 1729-1737, 2019 | 53 | 2019 |
| HiPS: Hierarchical parameter synchronization in large-scale distributed machine learning J Geng, D Li, Y Cheng, S Wang, J Li Proceedings of the 2018 Workshop on Network Meets AI & ML, 1-7, 2018 | 42 | 2018 |
| Elasticpipe: An efficient and dynamic model-parallel solution to dnn training J Geng, D Li, S Wang Proceedings of the 10th Workshop on Scientific Cloud Computing, 5-9, 2019 | 39 | 2019 |
| Bml: A high-performance, low-cost gradient synchronization algorithm for dml training S Wang, D Li, Y Cheng, J Geng, Y Wang, S Wang, ST Xia, J Wu Advances in Neural Information Processing Systems 31, 2018 | 37 | 2018 |
| Incorporating intra-flow dependencies and inter-flow correlations for traffic matrix prediction K Gao, D Li, L Chen, J Geng, F Gui, Y Cheng, Y Gu 2020 IEEE/ACM 28th International Symposium on Quality of Service (IWQoS), 1-10, 2020 | 28 | 2020 |
| Bridging machine learning and computer network research: a survey Y Cheng, J Geng, Y Wang, J Li, D Li, J Wu CCF Transactions on Networking 1, 1-15, 2019 | 27 | 2019 |
| Dlbooster: Boosting end-to-end deep learning workflows with offloading data preprocessing pipelines Y Cheng, D Li, Z Guo, B Jiang, J Lin, X Fan, J Geng, X Yu, W Bai, L Qu, ... Proceedings of the 48th International Conference on Parallel Processing, 1-11, 2019 | 25 | 2019 |
| Predicting traffic demand matrix by considering inter-flow correlations K Gao, D Li, L Chen, J Geng, F Gui, Y Cheng, Y Gu IEEE INFOCOM 2020-IEEE Conference on Computer Communications Workshops …, 2020 | 22 | 2020 |
| Horizontal or vertical? a hybrid approach to large-scale distributed machine learning J Geng, D Li, S Wang Proceedings of the 10th Workshop on Scientific Cloud Computing, 1-4, 2019 | 21 | 2019 |
| Los: A high performance and compatible user-level network operating system Y Huang, J Geng, D Lin, B Wang, J Li, R Ling, D Li Proceedings of the First Asia-Pacific Workshop on Networking, 50-56, 2017 | 18 | 2017 |
| Accelerating distributed machine learning by smart parameter server J Geng, D Li, S Wang Proceedings of the 3rd Asia-Pacific Workshop on Networking, 92-98, 2019 | 16 | 2019 |
| CloudEx: a fair-access financial exchange in the cloud A Ghalayini, J Geng, V Sachidananda, V Sriram, Y Geng, B Prabhakar, ... Proceedings of the Workshop on Hot Topics in Operating Systems, 96-103, 2021 | 15 | 2021 |
| Nezha: Deployable and High-Performance Consensus Using Synchronized Clocks J Geng, A Sivaraman, B Prabhakar, M Rosenblum Proceedings of the VLDB Endowment 16 (4), 629–642, 2022 | 14 | 2022 |
| Rima: an RDMA-accelerated model-parallelized solution to large-scale matrix factorization J Geng, D Li, S Wang 2019 IEEE 35th International Conference on Data Engineering (ICDE), 100-111, 2019 | 14 | 2019 |
| Accelerating end-to-end deep learning workflow with codesign of data preprocessing and scheduling Y Cheng, D Li, Z Guo, B Jiang, J Geng, W Bai, J Wu, Y Xiong IEEE Transactions on Parallel and Distributed Systems 32 (7), 1802-1814, 2020 | 13 | 2020 |
| Impact of synchronization topology on DML performance: Both logical topology and physical topology S Wang, J Geng, D Li IEEE/ACM Transactions on Networking 30 (2), 572-585, 2021 | 11 | 2021 |
| Towards full virtualization of SDN infrastructure J Li, D Li, Y Yu, Y Huang, J Zhu, J Geng Computer Networks 143, 1-14, 2018 | 11 | 2018 |
| A scalable, high-performance, and fault-tolerant network architecture for distributed machine learning S Wang, D Li, Y Cheng, J Geng, Y Wang, S Wang, S Xia, J Wu IEEE/ACM Transactions on Networking 28 (4), 1752-1764, 2020 | 10 | 2020 |
| Sphinx: A transport protocol for high-speed and lossy mobile networks J Li, D Li, W Wu, KK Ramakrishnan, J Geng, F Wang, K Zheng Computer Networks 195, 108193, 2021 | 7 | 2021 |
