Solving nonlinear PDE on Allen-Cahn (test)
0MSEATHENA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ATHENABenchmark Type=Agents2025.12 | 0 | — | — | — | — | — | 0 | — | — | |
| Diversity-promoting objectiveλ_init=0.52026.05 | 1.55 | — | — | — | — | — | — | 1.14 | 1 | |
| Diversity-promoting objectiveλ_init=2.02026.05 | 4.07 | — | — | — | — | — | — | 7.95 | 18.84 | |
| Diversity-promoting objectiveλ_init=1.22026.05 | 5.74 | — | — | — | — | — | — | 4.22 | 16.11 | |
| Energy onlyTraining objective=Energy only2026.05 | 9.19 | — | — | — | — | — | — | 1.15 | 1 | |
| IMEX labelTraining objective=IMEX label2026.05 | 9.55 | — | — | — | — | — | — | 1.43 | 1 | |
| [29]Benchmark Type=Human2025.12 | — | — | — | — | — | — | 0 | — | — | |
| [65]Benchmark Type=Human2025.12 | — | — | — | — | — | — | 0 | — | — | |
| [69]Benchmark Type=Human2025.12 | — | — | — | — | — | — | 0 | — | — | |
| [70]Benchmark Type=Human2025.12 | — | — | — | — | — | — | 0 | — | — | |
| KD-PINNConfiguration=Baseline2025.12 | — | 0.0913 | 0.1 | 25.7 | 5.3 | 4.87 | — | — | — |