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Viswanathan A

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#federated learning Open access Oct 2026

CESFL-ECG: communication-efficient split federated learning for patient-independent ECG classification

Code, per-run results, tables and figures for the manuscript "Communication-efficient split federated learning for patient-independent ECG classification". CESFL-ECG quantizes the smashed data and cut-layer gradients of split federated learning to 4 bits with stochastic rounding and is evaluated on MIT-BIH (DS1/DS2, fi...

Venkatesh Janarthanan, Viswanathan A · 0 citations
#federated learning Open access Sep 2026

FedIoMT-RPM v3.0: Lightweight adaptive split federated learning for patient-independent ECG arrhythmia classification

extra_baseline_models\ README.txt (updated) requirements.txt common_fl.py common_eval.py common_dataset.py make_ds1ds2_data.py FedIoMT_RPM_RecordIndependent.py Centralized_CNN_ / FedAvg_ / FedProx_ / SCAFFOLD_ / CSFL_ / SplitFed_RecordIndependent.py run_all_seeds.py run_improvement.py summarize_results.py run_noise_def...

Viswanathan A, Janarthanan Venkatesan · 0 citations

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