Optical context compression is just (bad) autoencoding
arxiv.org
arxiv.org
"[Previous work] is just bad [previous other work]" isn't a professional way to talk about the merits and drawbacks of competing approaches, but boy does it get tiktok views!
Better work stands on its own merits. No need to explicitly shit on the competition in the title/abstract.