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Brain Dynamics Forecasting on TUSZ EEG 5-fold cross-validation (held-out subjects)
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0.44
MSE
BrainDyn
0.4112
0.6056
0.8
0.9944
May 19, 2026
MSE
MAE
DTW
Updated 14d ago
Evaluation Results
Method
Method
Links
MSE
MAE
DTW
BrainDyn
2026.05
0.44
0.48
0.23
ODEBRAIN
2026.05
0.47
0.77
0.27
CNN-LSTM
2026.05
0.55
0.56
0.3
EvolveGCN
2026.05
0.65
0.61
0.29
BrainDyn (Graph)
restriction_maps=remov...
2026.05
0.76
0.68
0.34
BrainDyn (w/o LSTM)
temporal_encoder=remov...
2026.05
1
0.8
0.41
RiTINI
2026.05
1.02
0.81
0.41
BIOT
2026.05
1.16
0.89
0.47
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