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Benchmarks
Equation Discovery on Lorenz 96 Noise Levels: 0%, 1%, 10% (large) ODE
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1
Mp
BSL
0.48
0.615
0.75
0.885
Oct 14, 2022
Mp
RMSE (0% Noise)
RMSE (1% Noise)
RMSE (Large Scale)
MR
Updated 4d ago
Evaluation Results
Method
Method
Links
Mp
RMSE (0% Noise)
RMSE (1% Noise)
RMSE (Large Scale)
MR
BSL
Training Cost=~ 1654(+...
2022.10
1
0.269
1.47
13
1
RVM
Training Cost=~ 25s
2022.10
1
0.4
0.6
49.7
1
BSL
Training Cost=~1654(+4...
2022.10
1
0.269
1.47
13
1
RVM
Training Cost=~25s
2022.10
1
0.4
0.6
49.7
1
SINDy
Training Cost=~ 10s
2022.10
0.75
0.4
0.64
-
1
SINDy
Training Cost=~10s
2022.10
0.75
0.4
0.64
-
1
PINN-SR
Training Cost=~ 10788s
2022.10
0.5
-
-
-
0.22
PINN-SR
Training Cost=~10788s
2022.10
0.5
-
-
-
0.22
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