For example, recently I used a word2vec-like approach on obfuscated assembly code. With a relatively small model this can get reasonable answers to questions like "which of these obfuscations was done to the code" and "which of these un-obfuscated functions is the best match for this obfuscated code".

So I am wondering what approaches people are using to detect when media was generated by a machine.

My research interest is in the binary/malware niche, but I'm using work from NLP and computer vision. And I figure other people are interested in answering "was this artwork made by a human" or things like "was my copyrighted artwork used to generate this AI-generated image".