Time-series forecasting on Electricity (R2/RSE Horizon Evaluation) benchmark leaderboard · SOTA2 Research

Time-series forecasting on Electricity (R2/RSE Horizon Evaluation)

0.978R2 (Horizon 6)RNN (ANN)

Evaluation Results

Method	Links
RNN (ANN)2024.05		0.978	0.972	0.971	0.964	0.273	0.295	0.299	0.316
SpikeRNN w/o-PE2024.05		0.977	0.972	0.962	0.96	0.265	0.294	0.315	0.347
SpikeRNN w/ CPG-PE2024.05		0.977	0.972	0.966	0.958	0.264	—	0.284	0.306
TCN (ANN)2024.05		0.975	0.973	0.968	0.962	0.282	0.287	0.319	0.345
SpikeTCN w/ CPG-PE2024.05		0.974	0.96	0.959	0.956	0.278	0.38	0.374	0.37
Spikformer w/ CPG-PE2024.05		0.972	0.97	0.966	0.96	0.286	0.299	0.307	0.322
Spikformer w/ CPG-Full2024.05		0.971	0.971	0.968	0.962	0.304	0.308	0.311	0.356
SpikeTCN w/o PE2024.05		0.97	0.963	0.958	0.953	0.333	0.342	0.368	0.401
Spikformer w/ Float-PE2024.05		0.97	0.967	0.96	0.957	0.299	0.31	0.314	0.355
Spikformer w/o PE2024.05		0.964	0.957	0.956	0.954	0.371	0.375	0.386	0.382
Spikformer w/ RPE2024.05		0.959	0.955	0.955	0.954	0.373	0.371	0.379	0.382
Transformer (ANN)2024.05		0.956	0.955	0.953	0.943	0.439	0.481	0.503	0.621