Short-term state forecasting on 1Sec case study Q 1.0 (test) benchmark leaderboard · SOTA2 Research

Short-term state forecasting on 1Sec case study Q 1.0 (test)

0.2NMAEPersistence

Evaluation Results

Method	Links
Persistence2025.07		0.2	0.53
HGNN2025.07		0.26	0.46
HGAT-D2025.07		0.26	0.46
HGAT2025.07		0.27	0.46
GNN2025.07		0.28	0.48
GAT2025.07		0.28	0.49
LSTM*2025.07		0.29	0.52
StemGNN2025.07		0.39	0.62
LSTM2025.07		0.41	0.6
1D-CNN*2025.07		0.42	0.65
StemGNN2025.07		0.46	0.79
1D-CNN2025.07		0.73	1.17