New paper: instead of decomposing a whole neural network, we only dissect the parts used on a task we care about. It's much cheaper, and gives mechanisms you can inspect, erase, or edit to change how the model behaves ๐งต
We expect tPD to make parameter-space interpretability more accessible, and give researchers insight into how larger models process narrow tasks and how we might surgically edit them. Come talk to us if you have an exciting application in mind!