Preprint Open access
What to Preserve in Recursive Computation: A Local Predictive Sufficiency Principle
Recursive computation repeatedly compresses or reuses intermediate states, creating a simple tension: information that must remain useful across longer recursive paths is also exposed to more opportunities for loss before reaching the final prediction. Existing reconstruction or local-prediction objectives provide trac …