Memorizon: Training World Models Beyond Their Context Window
Preprint 2026
Trains streaming world models on minutes-long spans at bounded cost: only the last chunks are scored, and each retrieves a small bank of co-visible frames instead of attending over the whole history, so a place looks the same when revisited.




