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ResearchFormerly WizWand

Image Classification on CIFAR-100 (test) (Error Rate and Communication Overhead)

16.74Test Error RateDPPF
16.645217.285117.92518.5649Jul 27, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DPPFBackbone=PyramidNet, τ (Communication Interval)=4, Optimizer=SGD2025.0716.7425
DPPFBackbone=PyramidNet, τ (Communication Interval)=8, Optimizer=SGD2025.0717.0912.5
DPPFBackbone=PyramidNet, τ (Communication Interval)=16, Optimizer=SGD2025.0717.286.3
LocalSGD + QSRBackbone=PyramidNet, τbase=2, Optimizer=SGD2025.0717.7742.8
LocalSGD + QSRBackbone=PyramidNet, τbase=4, Optimizer=SGD2025.0718.0616.1
LocalSGD + QSRBackbone=PyramidNet, τbase=8, Optimizer=SGD2025.0718.279.8
LocalSGDBackbone=PyramidNet, τ (Communication Interval)=8, Optimizer=SGD2025.0718.8212.5
LocalSGDBackbone=PyramidNet, τ (Communication Interval)=4, Optimizer=SGD2025.0719.0325
DDP SGDBackbone=PyramidNet, Optimizer=SGD2025.0719.1100
LocalSGDBackbone=PyramidNet, τ (Communication Interval)=16, Optimizer=SGD2025.0719.116.3