Benchmark Protocol
- Load a processed HDF5 dataset.
- Select an input component, such as
X_raw,X_wake_raw,X_potential_raw,X_external_raw,X_self_raw, orX_total_raw. - Construct temporal windows of length
Husing saved wake phases for each pose. - Split by held-out test pose: all phases of each test pose are withheld. Split the remaining non-test samples into training and validation.
- Standardize inputs using training-set statistics only.
- Train the temporal MLP baseline or another model.
- Report global and close-wake position RMSE; report circular
theta_relMAE for full-state runs.
The quick training command is for functionality testing only. Manuscript numbers come from stored summaries in data/results/.