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1→1 next-step prediction on The Well active_matter (test)

0.0397VRMSEFLOWER
0.0324880.0811690.129850.178531Feb 17, 2026

Evaluation results

MethodLinks
FLOWERLearning rate=1 × 10⁻³2026.020.0397
CNEXTU-NETLearning rate=1 × 10⁻³2026.020.0918
SCOTLearning rate=5 × 10⁻⁴2026.020.1934
FNOLearning rate=1 × 10⁻³2026.020.22