Message-passing depth and long-horizon vortex shedding.
Status: Ongoing research. Results below are from the specified reduced-budget experiment, not the upstream full-budget configuration.
Experimental setup
Nine models: three depths × three seeds, 11,960 gradient steps each on Apple MPS.
Results achieved
| Metric | Result |
|---|---|
| Models trained | 9 |
| One-step prediction | Improved with greater depth in this study |
| Rollout shedding after step 100 | 0 of 63 assessed rollouts retained shedding |
Experimental figures
Figures are drawn directly from the project's public GitHub repository.
Next steps
Investigate autoregressive stability and evaluate a longer training budget.
For reproducibility, consult the repository's configuration files, scripts, saved results and scientific audit.
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