Invariant-Measure Reasoners: Stable Representations for Latent Reasoning

Yuto Inui, Takuya Konishi, Yoshinobu Kawahara

Latent reasoning models repeatedly update a latent state using the same recurrent block. As the recurrent depth increases, the sequence of latent states may converge to a compact s…