Time Series Forecasting on Time-MMD 2024a benchmark leaderboard · SOTA2 Research

Time Series Forecasting on Time-MMD 2024a

0.109Agriculture MSETaTS (ours) + iTransformer

Evaluation Results

Method	Links
TaTS (ours) + iTransformer2025.02		0.109	0.229	1.028	0.804	0.008	0.077	0.265	0.376	0.267	0.369	1.315	0.744	112.054	5.151	0.987	0.452	0.187	0.217
TaTS (ours) + PatchTST2025.02		0.114	0.235	1.004	0.798	0.009	0.079	0.258	0.371	0.273	0.371	1.283	0.753	109.693	5.019	0.972	0.465	0.172	0.209
TaTS (ours) + FiLM2025.02		0.135	0.251	0.945	0.772	0.009	0.08	0.271	0.379	0.272	0.371	1.421	0.838	107.85	4.736	1.104	0.626	0.176	0.248
GPT4MTS2025.02		0.327	0.393	1.127	0.873	0.014	0.096	0.269	0.378	0.348	0.422	1.766	0.875	119.407	5.198	1.414	0.559	0.195	0.246
ChatTime2025.02		0.508	0.447	1.568	1.019	0.049	0.166	0.305	0.417	0.58	0.594	1.668	0.909	133.106	6.887	1.264	0.652	0.363	0.429
N-HiTS2025.02		1.852	1.032	1.103	0.858	0.444	0.584	0.372	0.463	0.522	0.583	1.666	0.898	138.124	6.978	1.272	0.649	0.268	0.382
N-BEATS2025.02		3.267	1.458	1.093	0.861	1.01	0.92	0.329	0.424	0.518	0.573	1.66	0.938	130.065	6.618	1.316	0.665	0.347	0.464
TCN2025.02		4.168	1.797	1.098	0.866	5.546	2.349	0.43	0.512	0.854	0.713	1.938	0.97	136.596	6.873	1.314	0.961	0.708	0.744