Advection dynamical system prediction on L-Town (test) benchmark leaderboard · SOTA2 Research

Advection dynamical system prediction on L-Town (test)

0.0028Computation Time (sec)NNConv

Evaluation Results

Method	Links
NNConv2026.07		0.0028	0.2248
NNConv2026.07		0.0029	0.2758
GPSConv2026.07		0.0145	0.7429
GPSConv2026.07		0.0176	0.7319
A-DGN2026.07		0.0267	0.2606
A-DGN2026.07		0.0271	0.2568
A-DGN_Dia2026.07		0.0418	0.1614
A-DGN_Dia2026.07		0.042	0.2502
MeGA-MP2026.07		0.3964	0.0017
MeGA-MP+2026.07		0.4036	0.0008
MeGA-MP2026.07		0.4063	0.2349
MeGA-MP+2026.07		0.4068	0.0018
PDE-GNN2026.07		1.8925	0.4136
PDE-GNN2026.07		1.9251	0.164
Simulator2026.07		31.6906	—
Simulator2026.07		34.8503	—