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Decentralized Distributed Learning on Nonconvex Functions

1Communication CostPD-SGD
0.950.97511.025Apr 11, 2026

Evaluation results

MethodLinks
PD-SGDCompressed Communication=false, Adaptive Gradient=false2026.0411——
LSGTCompressed Communication=false, Adaptive Gradient=false2026.0411——
DFedAvgMCompressed Communication=true, Adaptive Gradient=false2026.041———
SQuARM-SGDCompressed Communication=true, Adaptive Gradient=false2026.0411——
LM-DFLCompressed Communication=true, Adaptive Gradient=false2026.0411——
LoDAdaCCompressed Communication=true, Adaptive Gradient=true2026.0411——