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ResearchFormerly WizWand

Time Series Forecasting on ECG

0.708R2SpikF
0.703840.704920.7060.70708Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SpikFAvg. Rank (R2)=4.4, Avg. Rank (MAE)=4.32026.060.7080.327
SpikF-GOAvg. Rank (R2)=2.8, Avg. Rank (MAE)=3.82026.060.7080.327
SpikF-GO w/ CPGAvg. Rank (R2)=2.4, Avg. Rank (MAE)=2.32026.060.7080.326
FourierGNNAvg. Rank (R2)=4.8, Avg. Rank (MAE)=3.12026.060.7070.329
iSpikformerAvg. Rank (R2)=7.7, Avg. Rank (MAE)=8.12026.060.7070.33
SpikeRNN w/ CPGAvg. Rank (R2)=8.3, Avg. Rank (MAE)=8.82026.060.7070.33
SpikeTCN w/ CPGAvg. Rank (R2)=6.4, Avg. Rank (MAE)=6.92026.060.7070.33
TS-GRUAvg. Rank (R2)=8.9, Avg. Rank (MAE)=7.62026.060.7070.329
TS-TCNAvg. Rank (R2)=7.4, Avg. Rank (MAE)=8.82026.060.7070.33
Spike-GRUAvg. Rank (R2)=10.5, Avg. Rank (MAE)=10.72026.060.7060.331
Spikformer w/ CPGAvg. Rank (R2)=6.5, Avg. Rank (MAE)=6.22026.060.7060.33
TS-FormerAvg. Rank (R2)=7.9, Avg. Rank (MAE)=7.62026.060.7040.33