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ResearchFormerly WizWand

Image Classification on ImageNet (test) (Accuracy and Sparsity)

85.46AccuracyCFA
63.245669.012874.7880.5472Oct 8, 2022May 4, 2023Nov 28, 2023Jun 23, 2024Jan 17, 2025Aug 13, 2025Mar 9, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CFABase Model Mapping=CFA (Fused Model)2026.0385.46—
RegNetBase Model Mapping=C2026.0385.02—
LiTModel=LiT-g/14_288-L, Optimizer=Lion, Zero-shot=true2023.0284.09—
LiTModel=LiT-g/14_288-L, Optimizer=AdamW, Zero-shot=true2023.0283.43—
ConvNeXtBase Model Mapping=A2026.0380.84—
Swin-V2Base Model Mapping=D2026.0379.32—
ViTBase Model Mapping=E2026.0379.25—
EfficientNet-V2Base Model Mapping=B2026.0378.87—
CLIPZero-shot=true2023.0276.2—
BIPBackbone=ResNet-502022.1076.0974
IMPBackbone=ResNet-502022.1076.0580
AR-SGD baselineBatch size=128, #Workers=162023.0675.5—
LiTModel=LiT-B/16-B, Optimizer=Lion, Zero-shot=true2023.0275.39—
A2CiD2Batch size=128, Graph topology=Ring graph, #com/#grad=2, #Workers=162023.0675.3—
AR-SGD baselineBatch size=128, #Workers=322023.0675.2—
Async. baselineBatch size=128, Graph topology=Ring graph, #com/#grad=1, #Workers=162023.0674.8—
Async. baselineBatch size=128, Graph topology=Ring graph, #com/#grad=2, #Workers=162023.0674.8—
A2CiD2Batch size=128, Graph topology=Ring graph, #com/#grad=1, #Workers=162023.0674.7—
Async. baselineBatch size=128, Graph topology=Complete graph, #com/#grad=1, #Workers=162023.0674.6—
AR-SGD baselineBatch size=128, #Workers=642023.0674.5—
A2CiD2Batch size=128, Graph topology=Ring graph, #com/#grad=2, #Workers=322023.0674.4—
LiTModel=LiT-B/16-B, Optimizer=AdamW, Zero-shot=true2023.0274.26—
Async. baselineBatch size=128, Graph topology=Complete graph, #com/#grad=1, #Workers=322023.0673.8—
Async. baselineBatch size=128, Graph topology=Ring graph, #com/#grad=2, #Workers=322023.0673.7—
A2CiD2Batch size=128, Graph topology=Ring graph, #com/#grad=1, #Workers=322023.0673.4—
Async. baselineBatch size=128, Graph topology=Ring graph, #com/#grad=1, #Workers=322023.0671.6—
A2CiD2Batch size=128, Graph topology=Ring graph, #com/#grad=2, #Workers=642023.0671.4—
Async. baselineBatch size=128, Graph topology=Complete graph, #com/#grad=1, #Workers=642023.0671.3—
IMPBackbone=ResNet-182022.1071.1574
BIPBackbone=ResNet-182022.1070.9583
LiTModel=LiT-B/32-B, Optimizer=Lion, Zero-shot=true2023.0269.88—
LiTModel=LiT-B/32-B, Optimizer=AdamW, Zero-shot=true2023.0268.78—
Async. baselineBatch size=128, Graph topology=Ring graph, #com/#grad=2, #Workers=642023.0668.2—
A2CiD2Batch size=128, Graph topology=Ring graph, #com/#grad=1, #Workers=642023.0668—
Async. baselineBatch size=128, Graph topology=Ring graph, #com/#grad=1, #Workers=642023.0664.1—