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Model Recovery on Nonlinear Dynamics Models

2.9Avg ErrorMR
2.69524.07765.466.8424Dec 1, 2025

Evaluation results

MethodLinks
MRHardware Platform=GPU2025.122.9423.21726,118.361,4105.88
MRHardware Platform=Mobile GPU2025.123.07562.755.532,355.13306101.77
SINDYHardware Platform=GPU2025.123.39396.862135.711,4106.4
PINN+SRHardware Platform=GPU2025.123.4481.8664.014,436.251,4107.52
PINN+SRHardware Platform=Mobile GPU2025.124.43761.25.451,142.75306139.67
SINDYHardware Platform=Mobile GPU2025.124.44371.845.8898.230663.25
MRHardware Platform=FPGA, System=MERINDA2025.124.6253.974.91214.2317351.72
SINDYHardware Platform=FPGA, System=MERINDA2025.127.371,150.724.73107.27144243.18
PINN+SRHardware Platform=FPGA, System=MERINDA2025.128.021,407.624.81336.41165292.58