State Highway Network

A State Highway Network is a type of neural network designed to remember and process information across multiple steps, much like how a GPS keeps track of your journey. It maintains an internal "state" that captures context from previous inputs, allowing it to effectively analyze sequences such as language or time-series data. This structure enables the network to understand complex patterns by combining current data with past information, making it especially useful for tasks that involve sequential dependencies while avoiding some of the training difficulties found in other recurrent networks.