Statistical Emulation of Chaotic Systems on KS single-traj (Noisy (sigma = 0.3)) benchmark leaderboard · SOTA2 Research

Statistical Emulation of Chaotic Systems on KS single-traj (Noisy (sigma = 0.3))

0.259L1 Histogram DistanceWGAN (1D-Conv) (ours)

Evaluation Results

Method	Links
WGAN (1D-Conv) (ours)2026.04		0.259	0.198	0.393
WGAN (2D-Conv) (ours)2026.04		0.273	0.157	0.424
Fixed OT2026.04		0.29	0.349	0.379
WGAN (ours)2026.04		0.339	0.148	0.375
Sinkhorn (2D-Conv) (ours)2026.04		0.36	0.144	0.405
Sinkhorn (ours)2026.04		0.435	0.219	0.373
No OT (baseline)2026.04		0.454	0.351	0.37
Fixed OT2026.04		0.614	0.168	0.381
No OT (baseline)2026.04		0.66	0.249	0.381