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ResearchFormerly WizWand

Image Classification on CIFAR (test)

78AccuracySMPNN
25.854439.392252.9366.4678Oct 29, 2024Jan 31, 2025May 6, 2025Aug 9, 2025Nov 12, 2025Feb 15, 2026May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SMPNNLabels=10002024.1078
DIFFormer-sLabels=10002024.1076.6
SMPNNLabels=5002024.1076.2
DIFFormer-aLabels=10002024.1075.9
MLPLabels=10002024.1075.4
DIFFormer-sLabels=5002024.1074.8
GCN-kNNLabels=10002024.1074.7
GLCNLabels=10002024.1074.7
ManiRegLabels=10002024.1074.3
GAT-kNNLabels=10002024.1074.1
DIFFormer-aLabels=5002024.1074
MLPLabels=5002024.1073.2
GCN-kNNLabels=5002024.1072.9
GLCNLabels=5002024.1072.8
ManiRegLabels=5002024.1072.6
GAT-kNNLabels=5002024.1072.4
DIFFormer-aLabels=1002024.1069.3
DIFFormer-sLabels=1002024.1069.1
SMPNNLabels=1002024.1068.6
ManiRegLabels=1002024.1067
GCN-kNNLabels=1002024.1066.7
GLCNLabels=1002024.1066.6
GAT-kNNLabels=1002024.1066
MLPLabels=1002024.1065.9
Full-Random50Keep=50%, Evaluation Protocol=Zero-shot2026.0530.15
FullKeep=100%, Evaluation Protocol=Zero-shot2026.0529.97
CPI (Ours50)Keep=50%, Evaluation Protocol=Zero-shot2026.0529.95
Align-only top50Keep=50%, Evaluation Protocol=Zero-shot2026.0527.86