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Virginia Smith
24
papers ยท
1611
citations ยท
24
h-index
Carnegie Mellon University ยท Villanova University
Google Scholar โ
Semantic Scholar โ
OpenAlex โ
Most-cited papers
Federated Optimization in Heterogeneous Networks
2018 ยท 452 citations
Fair Resource Allocation in Federated Learning
2019 ยท 356 citations
Ditto: Fair and Robust Federated Learning Through Personalization
2020 ยท 219 citations
A Field Guide to Federated Optimization
2021 ยท 167 citations
One-Shot Federated Learning
2019 ยท 139 citations
Federated Multi-Task Learning
2017 ยท 115 citations
Privacy for Free: Communication-Efficient Learning with Differential Privacy Using Sketches
2019 ยท 40 citations
Enhancing the Privacy of Federated Learning with Sketching
2019 ยท 23 citations
Heterogeneity for the Win: One-Shot Federated Clustering
2021 ยท 21 citations
On Privacy and Personalization in Cross-Silo Federated Learning
2022 ยท 20 citations
Motley: Benchmarking Heterogeneity and Personalization in Federated Learning
2022 ยท 13 citations
Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing
2021 ยท 12 citations
FedDANE: A Federated Newton-Type Method
2020 ยท 8 citations
Private Multi-Task Learning: Formulation and Applications to Federated Learning
2021 ยท 4 citations
Maximizing Global Model Appeal in Federated Learning
2022 ยท 4 citations
Top co-authors
Ameet Talwalkar
ยท 7
Shengyuan Hu
ยท 5
Tian Li
ยท 5
Manzil Zaheer
ยท 4
Maziar Sanjabi
ยท 4
Zhiwei Steven Wu
ยท 4
Tian Li
ยท 3
Zachary Charles
ยท 3
Ahmad Beirami
ยท 2
Anit Kumar Sahu
ยท 2
Gauri Joshi
ยท 2
Kevin Kuo
ยท 2
Topics
Federated Learning
Optimization
Data Heterogeneity
Privacy
Communication
Adversarial Attacks
Virginia Smith โ most-cited papers & profile ยท Federated Learning