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 | 57 | 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 | 48 | 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 | 40 | 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 | 37 | 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 |
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 | 20 | 2019 |
Predictable vFabric on informative data plane S Wang, K Gao, K Qian, D Li, R Miao, B Li, Y Zhou, E Zhai, C Sun, J Gao, ... Proceedings of the ACM SIGCOMM 2022 Conference, 615-632, 2022 | 15 | 2022 |
CEFS: Compute-efficient flow scheduling for iterative synchronous applications S Wang, D Li, J Zhang, W Lin Proceedings of the 16th International Conference on emerging Networking …, 2020 | 15 | 2020 |
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 | 15 | 2019 |
Buffer-based end-to-end request event monitoring in the cloud K Gao, C Sun, S Wang, D Li, Y Zhou, HH Liu, L Zhu, M Zhang 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 2022 | 13 | 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 | 13 | 2019 |
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 | 10 | 2021 |
Improving positive unlabeled learning: Practical aul estimation and new training method for extremely imbalanced data sets L Jiang, D Li, Q Wang, S Wang, S Wang arXiv preprint arXiv:2004.09820, 2020 | 10 | 2020 |
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, 1752 - 1764, 2020 | 9 | 2020 |
Fela: incorporating flexible parallelism and elastic tuning to accelerate large-scale DML J Geng, D Li, S Wang 2020 IEEE 36th International Conference on Data Engineering (ICDE), 1393-1404, 2020 | 6 | 2020 |
分布式机器学习系统网络性能优化研究进展 W Shuai, D Li 计算机学报 45 (7), 1384-1411, 2022 | 3 | 2022 |
Bandwidth-efficient microburst measurement in large-scale datacenter networks K Gao, D Li, S Wang Proceedings of the 6th Asia-Pacific Workshop on Networking, 14-20, 2022 | 3 | 2022 |
Impact of International Submarine Cable on Internet Routing H Ye, S Wang, D Li IEEE INFOCOM 2023-IEEE Conference on Computer Communications, 1-10, 2023 | 2 | 2023 |
sRDMA: A General and Low-Overhead Scheduler for RDMA X Wang, S Wang, D Li Proceedings of the 7th Asia-Pacific Workshop on Networking, 21-27, 2023 | 1 | 2023 |
Revisiting the Time Cost Model of AllReduce D Xiong, L Chen, Y Jiang, D Li, S Wang, S Wang arXiv preprint arXiv:2409.04202, 2024 | | 2024 |