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ResearchFormerly WizWand

Pruning on MNIST

342Compression Ratio (CR)DRR
-3.2886.36176265.64May 23, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DRRArchitecture=LeNet-5-Caffe2025.053420.16
CPAArchitecture=LeNet-5-Caffe2025.05317-0.02
AutopruneArchitecture=LeNet-5-Caffe2025.05310—
GSMArchitecture=LeNet-5-Caffe2025.053000.15
SparseVDArchitecture=LeNet-5-Caffe2025.05280-0.05
R-L1Architecture=LeNet-5-Caffe2025.052460.08
DRR-OArchitecture=LeNet-5-Caffe2025.052000.16
SWSArchitecture=LeNet-5-Caffe2025.052000.09
L0-ARMArchitecture=LeNet-5-Caffe2025.05196—
DNSArchitecture=LeNet-5-Caffe2025.051110
L0-L2-LCArchitecture=LeNet-5-Caffe2025.05100—
SNIPArchitecture=LeNet-5-Caffe2025.051000.2
L0-HCArchitecture=LeNet-5-Caffe2025.0593—
DRRArchitecture=LeNet-300-1002025.05920.16
DRR-OArchitecture=LeNet-300-1002025.05900.16
CPAArchitecture=LeNet-300-1002025.0585-0.04
AutopruneArchitecture=LeNet-300-1002025.0580—
PMMPArchitecture=LeNet-5-Caffe2025.05770.17
L0-ADMMArchitecture=LeNet-5-Caffe2025.05710
SparseVDArchitecture=LeNet-300-1002025.05680.28
R-L1Architecture=LeNet-300-1002025.05680.23
GSMArchitecture=LeNet-300-1002025.05600.01
DNSArchitecture=LeNet-300-1002025.0556-0.29
L0-L2-LCArchitecture=LeNet-300-1002025.0550—
SNIPArchitecture=LeNet-300-1002025.05500.7
L0-ADMMArchitecture=LeNet-300-1002025.05230
SWSArchitecture=LeNet-300-1002025.05230.05
L0-ARMArchitecture=LeNet-300-1002025.0514—
PMMPArchitecture=LeNet-300-1002025.05110.19
L0-HCArchitecture=LeNet-300-1002025.0510—