Training ideas

Curricula, sampling schedules, pseudo-labeling and multi-task mixing, with the standard training recipe as the control.

Unverified 2026

Singular-perturbation continuation schedule

Use the paper's fast-layer/reduced-problem decomposition as a training schedule: first optimize a cheap reduced neural dynamics on the critical manifold, then gradually restore the fast dynamics by increasing the stiffness parameter. This provides a continuation path from an easy slow problem to the intended recurrent or implicit model and supplies a concrete stopping criterion based on normal-hyperbolicity loss.

Useful6/10
Difficulty6/10
Novelty8/10
Paper: Constructing far-from-equilibrium patterns in a cross-diffusion vegetation-autotoxicity model arXiv:2607.15692