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Home/Authors/Lina Wang

Lina Wang

1 indexed paper

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

1
26

Top categories

ML×1Crypto×1

Frequent co-authors

Yunsheng Yuan1×
Xue Xiao1×
Feng Li1×

Research Timeline

2026
DPDL: Towards Differential Privacy Preservation in Decentralized Stochastic Learning on Non-IID Data

The paper proposes DPDL, a novel differential privacy algorithm for decentralized stochastic learning on non-IID data, which uses similarity-based calibration of perturbed cross-gradients to achieve privacy preservation and maintain training efficiency.

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Papers

cs.LGcs.CRRecentJun 3, 2026

DPDL: Towards Differential Privacy Preservation in Decentralized Stochastic Learning on Non-IID Data

Yunsheng Yuan, Xue Xiao, Lina Wang, Feng Li

The paper proposes DPDL, a novel differential privacy algorithm for decentralized stochastic learning on non-IID data, which uses similarity-based calibration of perturbed cross-gradients to achieve p…

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