Communication-Efficient k-Means for Edge-Based Machine Learning
- Hanlin Lu
- Ting He
- et al.
- 2022
- IEEE TPDS
Publications
99 results for Shiqiang Wang
Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning
- Anirban Das
- Timothy Castiglia
- et al.
- 2022
- ACM TIST
Sketch to Skip and Select: Communication Efficient Federated Learning using Locality Sensitive Hashing
- Georgios Kollias
- Theodoros Salonidis
- et al.
- 2022
- fl-ijcai 2022
Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data
- Timothy Castiglia
- Anirban Das
- et al.
- 2022
- ICML 2022
KerGNNs: Interpretable Graph Neural Networks with Graph Kernels
- Aosong Feng
- Chenyu You
- et al.
- 2022
- AAAI 2022
Demystifying Why Local Aggregation Helps: Convergence Analysis of Hierarchical SGD
- Jiayi Wang
- Shiqiang Wang
- et al.
- 2022
- AAAI 2022
Efficient Multi-Layer Stochastic Gradient Descent Algorithm for Federated Learning in E-health
- Chong Yu
- Shuaiqi Shen
- et al.
- 2022
- IEEE ICC 2022
Communication-Efficient Device Scheduling for Federated Learning Using Stochastic Optimization
- Jake Perazzone
- Shiqiang Wang
- et al.
- 2022
- INFOCOM 2022
Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling
- Bing Luo
- Wenli Xiao
- et al.
- 2022
- INFOCOM 2022
Model Pruning Enables Efficient Federated Learning on Edge Devices
- Yuang Jiang
- Shiqiang Wang
- et al.
- 2021
- IEEE TNNLS