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Journal of Big Data

Table 4 Comparison of different approaches communication cost and communication gain on ArSarcasm-v2

From: Federated Freeze BERT for text classification

Method

Communication cost

Communication gain

 

(GB)

 

FedAvg/FedProx

31.8

1\(\times\)

FedSplitBERT

26.11

1.2\(\times\)

D-FedFreezeBERT (P-SUM/HSUM)

5.54

5.7\(\times\)

C-FedFreezeBERT

5.15

6.2\(\times\)

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