Platonic Representation Theorem questioned: positive-pair choice embeds worldview assumptions

AnnaCiaunica · x · 2026-11-03

A new result (with Yann LeCun) upgrades the Platonic Representation Hypothesis to a theorem: JEPAs trained separately on any modality provably learn the same representation up to rotation, with a 109M JEPA-Text aligning to vision better than 72B LLMs. Yanbo Zhang pushes back: the theorem assumes both training runs share the same finite set of positive examples, whose selection reflects the researcher's worldview. He also invokes Kleene's recursion theorem and the undecidability of functional equivalence as a potential fundamental obstacle.

Original post →

More from Research

Research channel →