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Liam Collins — most-cited papers & profile · Federated Learning
← authors
·
overview
Liam Collins
4
papers ·
117
citations ·
36
h-index
Oak Ridge National Laboratory · Snap (United States) · Center for Nanophase Materials Sciences
Google Scholar ↗
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Most-cited papers
Exploiting Shared Representations for Personalized Federated Learning
2021 · 69 citations
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning
2022 · 46 citations
Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning
2023 · 2 citations
Top co-authors
Aryan Mokhtari
· 2
Hamed Hassani
· 2
Sanjay Shakkottai
· 2
Khe Chai Sim
· 1
Sewoong Oh
· 1
Shanshan Wu
· 1
Topics
Federated Learning
Data Heterogeneity
Optimization