Is it possible to use trained classification neural network to generate data?

Question

If i reverse image classification NN and feed it with some class label will it generate image?

Answer 1

No it won't work like this. A Neural Network is a non-invertible function.

If instead you start from internal representations, apparently it's possible to do something: https://arxiv.org/abs/2107.06304