Math: Scaling

Crossover-Aware Multiscale Attention

Build a neural architecture whose receptive field or attention span is increased according to an estimated disorder-to-order crossover scale. Local branches process windows below the crossover as if they were stochastic, while a global branch is activated only when the context exceeds the predicted scale needed to expose deterministic recurrence. This targets sequences or images containing long-range quasiperiodic, hierarchical, or algorithmically generated structure that is statistically…