Time-series forecasting on Solar benchmark leaderboard · SOTA2 Research

Time-series forecasting on Solar

0.964R2 (6h)iTransformer

Evaluation Results

Method	Links
iTransformer2026.02		0.964	0.879	0.799	0.738	0.191	0.348	0.448	0.563	0.71
iSpikformer w/ DSN2026.02		0.964	0.879	0.798	0.736	0.199	0.35	0.45	0.526	0.711
iSpikformer2026.02		0.961	0.876	0.795	0.738	0.204	0.333	0.465	0.521	0.709
RNN (ANN)2024.05		0.959	0.83	0.81	0.718	0.208	0.413	0.438	0.549	—
TCN (ANN)2024.05		0.958	0.871	0.737	0.661	0.21	0.359	0.513	0.583	—
Spikformer w/ DSN2026.02		0.956	0.86	0.765	0.736	0.219	0.373	0.481	0.572	0.686
Transformer2026.02		0.953	0.858	0.759	0.718	0.223	0.377	0.504	0.545	0.679
SpikeTCN w/ CPG-PE2024.05		0.951	0.861	0.729	0.651	0.222	0.373	0.521	0.606	—
SpikeTCN w/o PE2024.05		0.937	0.84	0.708	0.65	0.259	0.401	0.541	0.596	—
Spikformer w/ Float-PE2024.05		0.937	0.833	0.757	0.707	0.255	0.42	0.506	0.555	—
Spikformer w/ CPG-PE2024.05		0.937	0.833	0.757	0.709	0.257	0.418	0.512	0.563	—
Spikformer w/ CPG-Full2024.05		0.936	0.835	0.757	0.709	0.26	0.417	0.508	0.548	—
SpikeRNN w/ CPG-PE2024.05		0.934	0.833	0.811	0.724	0.264	0.419	0.435	0.544	—
Spikformer w/ RPE2024.05		0.934	0.834	0.752	0.674	0.26	0.421	0.512	0.582	—
Spikformer w/o PE2024.05		0.929	0.828	0.744	0.666	0.272	0.426	0.519	0.586	—
Spikformer2026.02		0.929	0.828	0.744	0.674	0.272	0.426	0.519	0.586	0.659
SpikeRNN w/o-PE2024.05		0.923	0.82	0.812	0.714	0.278	0.425	0.435	0.544	—
Transformer (ANN)2024.05		0.903	0.819	0.715	0.656	0.319	0.425	0.512	0.627	—
Spikformer w/ PSN2026.02		0.861	0.759	0.554	0.439	0.383	0.504	0.685	0.749	0.603