Solves: Speed

Machine-learning ideas tagged Speed in the Solves taxonomy of the Math2NN corpus.

26 ideas found

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

Training Stability Speed Optimizer

Paper: Constructing far-from-equilibrium patterns in a cross-diffusion vegetation-autotoxicity model arXiv:2607.15692

Unverified 2026

Asymmetry-Tuned Flashing Optimizer

Replace continuous stochastic-gradient updates by a flashing schedule with alternating ON phases, where gradients act normally, and OFF phases, where gradients are suppressed or weakened and controlled noise allows escape from local traps. Estimate directional asymmetry of the local loss basin from forward and backward probe distances, then set the flashing frequency using the ratchet resonance law so that noise-assisted transitions preferentially produce net progress toward lower loss.

Useful5/10

Difficulty6/10

Novelty8/10

Dynamics Stability Speed Sample efficiency

Paper: Asymmetry-controlled resonant transport in a Brownian flashing ratchet arXiv:2608.29991