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Sountharrajan Sehar

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Review Open access Aug 2026

Federated Learning with SVMs: Dynamic SGD for Efficient Hyperparameter Optimization

Empirical evaluations on benchmark datasets show that federated SVM framework provides effective results comparable to NN-based FL approaches while significantly less computational and communication overhead.

Deebakkarthi Chinnasame Rani, Gowtham Ramesh, Sountharrajan Sehar et al. · 0 citations

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