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Siheng Chen — most-cited papers & profile · Federated Learning
← authors
·
overview
Siheng Chen
27
papers ·
251
citations ·
0
h-index
Harvard University · Shanghai Jiao Tong University · SAIC-GM (China) · Artificial Intelligence in Medicine (Canada)
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Most-cited papers
FedDisco: Federated Learning with Discrepancy-Aware Collaboration
2023 · 25 citations
Dynamic Differential-Privacy Preserving SGD
2021 · 7 citations
OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning
2024 · 7 citations
Incentivizing Inclusive Contributions in Model Sharing Markets
2025 · 2 citations
Fake It Till Make It: Federated Learning with Consensus-Oriented Generation
2023 · 2 citations
Federated Learning Empowered by Generative Content
2023 · 1 citations
Enhancing Data Quality in Federated Fine-Tuning of Foundation Models
2024 · 1 citations
MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users
2025
Data Quality Control in Federated Instruction-tuning of Large Language Models
2024
FedFM: Anchor-based Feature Matching for Data Heterogeneity in Federated Learning
2022
Learn What You Need in Personalized Federated Learning
2024
FedRSU: Federated Learning for Scene Flow Estimation on Roadside Units
2024
Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models
2024
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server
2024
Top co-authors
Rui Ye
· 9
Yanfeng Wang
· 7
Yaxin Du
· 4
Jingyi Chai
· 3
Chenxin Xu
· 2
Yanfeng Wang
· 2
Yanfeng Wang
· 2
Zhenyang Ni
· 2
Dihan Li
· 1
Enpei Zhang
· 1
Fengting Yuchi
· 1
Guangyi Liu
· 1
Topics
Federated Learning
Privacy
Data Heterogeneity
Communication