Abstract: The present disclosure relates to systems and methods for application navigation using neural networks. The disclosed systems and methods can perform operations including providing an application comprising application states that operate on data objects to generate pages, determining a current application state and current data object, predicting a next page using an application state-predicting neural network and a data object-predicting neural network and providing instructions to display an indication of the predicted next page. Predicting the next page can include predicting a next application state using the application state-predicting neural network and a first input vector, and predicting a next data object using the data object-predicting neural network, a second input vector, and the next application state.