ICML 2026 agent reproduction
Quantized STE learning dynamics
Microscopic SDE, macroscopic ODE, finite-dimension STE, plateau timing, and fixed-point asymptotics.
80k
SDE particles across settings
48
finite-dimension STE runs
−0.404
dimension-error slope
15/15
scientific gates
Joint result. SDE moments match the ODE within 0.0151; the finite STE discrepancy shrinks with dimension; every declared bit-width transition is detected; and all stable/unstable and three-regime controls separate correctly.
CPU-only · two byte-identical warning-strict runs · source PDF SHA pinned · packaged replay