Architecture ideas

Attention variants, state-space and recurrent cells, normalization and token-mixing schemes — each tested against the standard block it replaces.

1 idea found

Status: Beats tuned baseline Category: Architecture ML: Optimizer Clear all

✓✓ Beats tuned baseline 2026

Spectral pinning of neural modules

Represent communicating layers, experts, or distributed workers as nodes of a weighted graph and apply strong corrective updates only to a small pinned subset. Select pins by the increase they produce in the grounded Laplacian smallest eigenvalue, because this spectral gap predicts the decay rate of representation disagreement.

Useful7/10

Difficulty6/10

Novelty6/10

Architecture Stability Scalability Training dynamics

Paper: Event-Triggered Pinning Impulsive Control of Complex Networks with Actuation Delays: Stability Analysis and Zeno-Free Conditions arXiv:2608.24074