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Interpretable Brain Pattern Discovery on NSD Measured fMRI
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30,583
Interpretable Pattern Count (> 0.5)
SAE+ICA
-1,222.488
7,034.706
15,291.9
23,549.094
Dec 9, 2025
Interpretable Pattern Count (> 0.5)
Interpretable Pattern Count (> 0.8)
Updated 4d ago
Evaluation Results
Method
Method
Links
Interpretable Pattern Count (> 0.5)
Interpretable Pattern Count (> 0.8)
SAE+ICA
Component Strategy=Mul...
2025.12
30,583
1,077
SAE
Component Strategy=Mul...
2025.12
30,005
1,074
SAE
Component Strategy=Single
2025.12
17,242
586
Voxels
2025.12
5,234
355
PCA
Component Strategy=Single
2025.12
1,045
6
ICA
Component Strategy=Single
2025.12
580
4
ICA
Component Strategy=Mul...
2025.12
424
41
NMF
Component Strategy=Single
2025.12
27
2
SAE+ICA
Aggregation strategy=M...
2025.12
6.1
1.2
SAE
Aggregation strategy=M...
2025.12
6
1.2
SAE
Aggregation strategy=S...
2025.12
5.6
1.1
PCA
Aggregation strategy=S...
2025.12
3.4
1
Voxels
2025.12
3.2
0.3
NMF
Aggregation strategy=S...
2025.12
1.3
0.3
ICA
Aggregation strategy=S...
2025.12
0.8
0.2
ICA
Aggregation strategy=M...
2025.12
0.8
0.2
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