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ResearchFormerly WizWand

Time Series Forecasting on Electricity (ECL)

94.2R2SpikF-GO w/ CPG
82.44885.49988.5591.601Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SpikF-GO w/ CPGAvg. Rank (R2)=2.4, Avg. Rank (MAE)=2.32026.0694.289.14
Spikformer w/ CPGAvg. Rank (R2)=6.5, Avg. Rank (MAE)=6.22026.069384.65
SpikF-GOAvg. Rank (R2)=2.8, Avg. Rank (MAE)=3.82026.0692.791.15
TS-FormerAvg. Rank (R2)=7.9, Avg. Rank (MAE)=7.62026.0692.584.78
SpikeRNN w/ CPGAvg. Rank (R2)=8.3, Avg. Rank (MAE)=8.82026.0691.696.45
FourierGNNAvg. Rank (R2)=4.8, Avg. Rank (MAE)=3.12026.0691.297.13
SpikeTCN w/ CPGAvg. Rank (R2)=6.4, Avg. Rank (MAE)=6.92026.069196.17
SpikFAvg. Rank (R2)=4.4, Avg. Rank (MAE)=4.32026.069199.99
TS-GRUAvg. Rank (R2)=8.9, Avg. Rank (MAE)=7.62026.0690.2103.36
Spike-GRUAvg. Rank (R2)=10.5, Avg. Rank (MAE)=10.72026.0689.8107.09
TS-TCNAvg. Rank (R2)=7.4, Avg. Rank (MAE)=8.82026.0689.3104.51
iSpikformerAvg. Rank (R2)=7.7, Avg. Rank (MAE)=8.12026.0682.9139.73