Closed-form continuous-time neural network

Topological Neural Dynamics framework shifts sequence modeling to neuron-wise dynamics

A new sequence modeling framework called Topological Neural Dynamics (TND) has been proposed, shifting computation from layer-wise to neuron-wise dynamics. This approach represents a neural system as a directed neuron g…