TL;DR for all(?) few-shot papers from CVPR 2019. These are notes I originally wrote for myself, so take them with a grain of salt. Some of the papers I had the privilege of discussing with the authors at the poster sessions, some of them I read, and some of them I only skimmed through. Please let me know if I got something wrong.