Learning to Add, Multiply, and Execute Algorithmic Instructions Exactly with Neural Networks

Artur Back de Luca, George Giapitzakis, Kimon Fountoulakis

Neural networks are known for their ability to approximate smooth functions, yet they fail to generalize perfectly to unseen inputs when trained on discrete operations. Such operat…