attribution
Everything on Ground Truth tagged “attribution” — 2 items.
Training data attribution: which examples actually made the model do that? Lesson
Training data attribution is the set of techniques for tracing a model's output back to the specific training examples responsible for it, and the honest state of the art is that it often fails.
Many AI-generated images cannot be traced to any training example News
MIT researchers trained 24 diffusion models and measured how far you could perturb the training set before an output changed, finding that many generated images have no identifiable source in the training data at all, and that this gets more common as datasets grow.