This content is an early or alternative research output and has not been peer-reviewed by Cambridge University Press at the time of posting.
Abstract
We present the first framework where symmetric-monoidal Markov functors map directly to Lindbladian generators via categorical semantics, enabling end-to-end differentiable training of open quantum dynamics.