What To Know About Manifold Constrained Hyper Connections: 5 Urgent Reasons They Could Redefine Residual Connections in Transformers
Manifold Constrained Hyper Connections (mHC) are a method that constrains hyper-connection residual mixing matrices to the manifold of doubly stochastic matrices (using the Sinkhorn–Knopp algorithm) to prevent signal amplification and stabilize training in very deep neural networks and large language…
