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Shiqiang Wang โ most-cited papers & profile ยท Federated Learning
โ authors
ยท
overview
Shiqiang Wang
38
papers ยท
268
citations ยท
34
h-index
Qingdao University ยท University of Exeter
Google Scholar โ
Semantic Scholar โ
OpenAlex โ
Most-cited papers
Adaptive Federated Learning in Resource Constrained Edge Computing Systems
2018 ยท 85 citations
Model Pruning Enables Efficient Federated Learning on Edge Devices
2019 ยท 55 citations
Federated Learning for Resource-Constrained IoT Devices: Panoramas and State-of-the-art
2020 ยท 19 citations
A Unified Analysis of Federated Learning with Arbitrary Client Participation
2022 ยท 17 citations
Adaptive Heterogeneous Client Sampling for Federated Learning over Wireless Networks
2024 ยท 16 citations
Communication-Efficient Hybrid Federated Learning for E-health with Horizontal and Vertical Data Partitioning
2024 ยท 12 citations
Adaptive Gradient Sparsification for Efficient Federated Learning: An Online Learning Approach
2020 ยท 9 citations
Sharing Models or Coresets: A Study based on Membership Inference Attack
2020 ยท 9 citations
FedExP: Speeding Up Federated Averaging via Extrapolation
2023 ยท 8 citations
Cost-Effective Federated Learning in Mobile Edge Networks
2021 ยท 6 citations
Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data
2022 ยท 5 citations
Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning
2021 ยท 4 citations
LESS-VFL: Communication-Efficient Feature Selection for Vertical Federated Learning
2023 ยท 4 citations
Cost-Effective Federated Learning Design
2020 ยท 3 citations
FLEdge: Benchmarking Federated Machine Learning Applications in Edge Computing Systems
2023 ยท 3 citations
Top co-authors
Jianwei Huang
ยท 6
Leandros Tassiulas
ยท 6
Mingyue Ji
ยท 6
Stacy Patterson
ยท 4
Timothy Castiglia
ยท 4
Bing Luo
ยท 3
Christopher G. Brinton
ยท 3
Evan Chen
ยท 3
Hans-Arno Jacobsen
ยท 3
Herbert Woisetschl\"ager
ยท 3
Kevin Chan
ยท 3
Kin K. Leung
ยท 3
Topics
Federated Learning
Communication
Optimization
Privacy
Data Heterogeneity
Edge Computing
Adversarial Attacks