Ashwath joined the group as a research assistant after his Master in CS. He particularly focused on the discovery of sparse, sample-specific mechanistic circuits in vision models. After a stint at Kiel University as a visiting researcher, he is starting his PhD at MILA in Canada in fall 2025.