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ResearchFormerly WizWand

Model Learning from Noisy Data on SWE (Shallow Water Equations) system

4.27Full-field Avg Relative ErrorMUSIC
4.09725.26366.437.5964Dec 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MUSICL=4, H=20, Nt=800, Nsx * Nsy=150, Noise level=2%2025.124.27
MUSICL=4, H=20, Nt=800, Nsx * Nsy=150, Noise level=5%2025.124.5
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=50, Noise level=2%2025.124.76
MUSICL=4, H=20, Nt=800, Nsx * Nsy=50, Noise level=5%2025.124.77
MUSICL=4, H=20, Nt=800, Nsx * Nsy=50, Noise level=2%2025.124.8
MUSICL=4, H=20, Nt=800, Nsx * Nsy=100, Noise level=2%2025.124.83
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=100, Noise level=2%2025.124.92
MUSICL=4, H=20, Nt=800, Nsx * Nsy=100, Noise level=5%2025.125.07
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=150, Noise level=2%2025.125.21
MUSICL=4, H=20, Nt=800, Nsx * Nsy=50, Noise level=10%2025.125.29
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=150, Noise level=5%2025.125.35
MUSICL=4, H=20, Nt=800, Nsx * Nsy=100, Noise level=10%2025.125.62
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=50, Noise level=5%2025.125.78
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=100, Noise level=5%2025.125.93
MUSICL=4, H=20, Nt=800, Nsx * Nsy=150, Noise level=10%2025.126.27
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=100, Noise level=10%2025.126.99
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=50, Noise level=10%2025.127.44
PIMLincL=4, H=20, Nt=800, Nsx * Nsy=150, Noise level=10%2025.128.59