Weekly Summary for the week of 2026-10-05
The show reviews four research threads from October 2026, focusing on Action Expert Pretraining and security protocols. The lucky paper draw highlights APT, which improves vision-language-action model instruction following by decoupling visual prior from language likelihood. Another winner is a theoretical paper on asynchronous replanning in Mean Field Games.