Systems and methods for attribution in machine learning

A computer program which, when run on a computer, causes the computer to carry out a method of training a machine learning attribution model configured to provide data attribution to an output generation of a generative artificial intelligence (AI) model, comprising:

• determining changes in the generative AI model during a training process;
• aggregating the changes into an attribution table;
• and
• training the attribution model comprising inputting data from the attribution table into the attribution model.