PDE solving on 2D Kuramoto-Sivashinsky equation
1.44Relative L2 Error (u)AdamW
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AdamWIterations=20,000, Hidden layers=3, Neurons per layer=50, Nf=10,000, Nb=200, N0=200, λ=0.012026.04 | 1.44 | 9.61 | 1.37 | 2.19 | — | |
| CA-AdamWIterations=20,000, Hidden layers=3, Neurons per layer=50, Nf=10,000, Nb=200, N0=200, λ=0.012026.04 | 1.79 | 1.76 | 5.66 | 4.16 | — | |
| MuonIterations=20,000, Hidden layers=3, Neurons per layer=50, Nf=10,000, Nb=200, N0=200, λ=0.012026.04 | 1.88 | 7.6 | 4.17 | 2.21 | — | |
| SOAPIterations=20,000, Hidden layers=3, Neurons per layer=50, Nf=10,000, Nb=200, N0=200, λ=0.012026.04 | 1.98 | 2.11 | 4.69 | 5.45 | — | |
| CA-SOAPIterations=20,000, Hidden layers=3, Neurons per layer=50, Nf=10,000, Nb=200, N0=200, λ=0.012026.04 | 4.7 | 8.78 | 9.37 | 1.54 | — | |
| CA-MuonIterations=20,000, Hidden layers=3, Neurons per layer=50, Nf=10,000, Nb=200, N0=200, λ=0.012026.04 | 8.7 | 3.99 | 1.2 | 9.29 | — |