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ResearchFormerly WizWand

Modeling 1D Advection-Diffusion Equation on 1D Advection-Diffusion Equation S-I (test)

0.0108MSENMIPS
-0.0105280.1334360.27740.421364Feb 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
NMIPSalpha=0.4, beta=0.002, trained_on_scenario=02026.020.0108
NMIPSalpha=0.4, beta=0.002, trained_on_scenario=22026.020.0108
NMIPSalpha=0.4, beta=0.002, trained_on_scenario=32026.020.0108
SP-GPSRalpha=0.4, beta=0.0022026.020.0115
Geo-FNOalpha=0.4, beta=0.0022026.020.0189
DSRalpha=0.4, beta=0.0022026.020.0191
PhySOalpha=0.4, beta=0.0022026.020.0262
NMIPSalpha=1, beta=0.004, trained_on_scenario=22026.020.0511
NMIPSalpha=1, beta=0.004, trained_on_scenario=02026.020.0513
NMIPSalpha=1, beta=0.004, trained_on_scenario=12026.020.0513
Geo-FNOalpha=1, beta=0.0042026.020.0658
SP-GPSRalpha=1, beta=0.0042026.020.0718
PhySOalpha=1, beta=0.0042026.020.0801
DSRalpha=1, beta=0.0042026.020.0911
NMIPSaggregate=Average2026.020.119
SP-GPSRaggregate=Average2026.020.125
DSRaggregate=Average2026.020.126
PhySOaggregate=Average2026.020.132
Geo-FNOaggregate=Average2026.020.139
NMIPSalpha=0.7, beta=0.001, trained_on_scenario=02026.020.147
SP-GPSRalpha=0.7, beta=0.0012026.020.147
NMIPSalpha=0.7, beta=0.001, trained_on_scenario=12026.020.148
NMIPSalpha=0.7, beta=0.001, trained_on_scenario=32026.020.149
Geo-FNOalpha=0.7, beta=0.0012026.020.156
DSRalpha=0.7, beta=0.0012026.020.163
PhySOalpha=0.7, beta=0.0012026.020.171
DSRalpha=0.1, beta=0.0012026.020.23
PhySOalpha=0.1, beta=0.0012026.020.252
NMIPSalpha=0.1, beta=0.001, trained_on_scenario=32026.020.26
NMIPSalpha=0.1, beta=0.001, trained_on_scenario=12026.020.261
SP-GPSRalpha=0.1, beta=0.0012026.020.27
NMIPSalpha=0.1, beta=0.001, trained_on_scenario=22026.020.278
GNOTalpha=0.4, beta=0.0022026.020.311
Geo-FNOalpha=0.1, beta=0.0012026.020.315
GNOTalpha=0.7, beta=0.0012026.020.335
GNOTalpha=1, beta=0.0042026.020.352
GNOTaggregate=Average2026.020.385
GNOTalpha=0.1, beta=0.0012026.020.544