Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD
- Jiayi Wang
- Shiqiang Wang
- et al.
- 2022
- AAAI 2022
Conference paper
Publications
104 results for Shiqiang Wang
Efficient Multi-Layer Stochastic Gradient Descent Algorithm for Federated Learning in E-health
- Chong Yu
- Shuaiqi Shen
- et al.
- 2022
- IEEE ICC 2022
Conference paperCommunication-Efficient Device Scheduling for Federated Learning Using Stochastic Optimization
- Jake Perazzone
- Shiqiang Wang
- et al.
- 2022
- INFOCOM 2022
Conference paperTackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling
- Bing Luo
- Wenli Xiao
- et al.
- 2022
- INFOCOM 2022
Conference paperModel Pruning Enables Efficient Federated Learning on Edge Devices
- Yuang Jiang
- Shiqiang Wang
- et al.
- 2021
- IEEE TNNLS
PaperA Survey on Federated Learning for Resource-Constrained IoT Devices
- Ahmed Imteaj
- Urmish Thakker
- et al.
- 2021
- IEEE IoT Journal
PaperCost-Effective Federated Learning in Mobile Edge Networks
- Bing Luo
- Xiang Li
- et al.
- 2021
- IEEE J-SAC
PaperCost-effective federated learning design
- Bing Luo
- Xiang Li
- et al.
- 2021
- INFOCOM 2021
Conference paperService placement and request scheduling for data-intensive applications in edge clouds
- Vajiheh Farhadi
- Fidan Mehmeti
- et al.
- 2021
- IEEE/ACM TON
PaperAdaptive gradient sparsification for efficient federated learning: An online learning approach
- Pengchao Han
- Shiqiang Wang
- et al.
- 2020
- ICDCS 2020
Conference paper