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Home/Authors/Linh Tran

Linh Tran

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Crypto×1

Frequent co-authors

Ana Milanova1×
Stacy Patterson1×

Research Timeline

2026
Improving Parameter-Efficient Federated Learning with Differentially Private Refactorization

The paper proposes FedPower, a novel differentially private cross-silo Federated Learning framework that uses PowerDP to reconstruct and project client updates into a secure low-rank space, effectively mitigating the negative impact of DP noise on parameter-efficient fine-tuning.

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Papers

cs.CRRecentMay 8, 2026

Improving Parameter-Efficient Federated Learning with Differentially Private Refactorization

Linh Tran, Ana Milanova, Stacy Patterson

The paper proposes FedPower, a novel differentially private cross-silo Federated Learning framework that uses PowerDP to reconstruct and project client updates into a secure low-rank space, effectivel…

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