This paper uses the "fixed prediction assumption" so I think has caused some confusion (i.e. it's not PC, but PC with a small bandaid). It's a great paper though just the title is misleading somewhat. But all of Beren Millidge's papers are quite good and he was so prolific in the space. Cool to have seen him on the Dwarkesh podcast recently as well.