Checkpoints stop costing bits: reference exponents predict displacement length, cutting storage up to 27%
ULPack encodes weight displacements between adjacent checkpoints as ordered-integer residuals and conditions their entropy models on the reference weight's exponent, cutting storage by up to 27% against ZipNN across bfloat16, float16, and float32 trajectories.