When Adversarial Perturbations meet Concept Drift: an Exploratory Analysis on ML-NIDS
Workshop ACM Workshop on Artificial Intelligence Security (AISec)
Salt Lake City, Utah, USA
Oneliner: What happens when two popular phenomena in ML security join forces?
This is not a proper “talk”, since we only presented our work as a poster (which was made in just 4 hours the night before the workshop). However, many people came to our poster: perhaps surprisingly, none of these knew about the problem of “concept drift” – and, hence I had to explain it in a very simple way to (clearly) non-ML-savvy people. Hopefully, they found my explanations to be satisfactory!
Nonetheless, I liked doing so. I think that poster presentations are, from a certain perspective, more interesting than regular presentations in which the audience cannot effectively interact with the speaker.