Graph-Series Semantics and Abel Regularization for Recursive Hybrid Quantum Programs

📅 2026-07-14
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🤖 AI Summary
This work addresses the challenge of modeling infinite execution and convergence in recursive hybrid quantum programs by proposing a semantic framework based on graded graph sequences. Finite terminating executions are characterized via directed paths, while infinite recursive unfoldings are handled through Abel regularization. Quantum-classical interactions are uniformly described using the quantum orchestra monad. The main contributions include the first integration of graph-sequence semantics with Abel regularization, the establishment of an exact correspondence between execution graphs and both Kleene approximations and least fixed-point semantics, and the introduction of the Fredholm feedback determinant to detect singularities in recursive structures. Theoretical results confirm that the proposed semantics aligns with the standard fixed-point model and that the regularized semantics converges in the limit, thereby effectively supporting the identification of singular recursive configurations.
📝 Abstract
We introduce a graded graph-series semantics for recursive hybrid quantum programs interpreted in the quantum orchestra monad. Finite terminating executions are represented by directed paths whose edges carry normal completely positive subunital maps and whose terminal vertices carry classical results. Path concatenation defines a graded execution category, while continuation grafting models outcome-dependent sequential composition. We construct a semantic evaluation from admissible execution-graph series to quantum orchestras and prove that it is compatible with both channel composition and Kleisli composition. For finitary recursive programs, the truncation of the execution series at degree $n$ is shown to coincide with the $n$-th Kleene approximant of the associated Scott-continuous recursion functional. Consequently, evaluation of the complete graph series recovers the ordinary least-fixed-point denotation. Weighting a graph of degree $n$ by $q^n$, with $0<q<1$, yields an Abel-regularised semantics whose Scott limit as $q\to 1^{-}$ is the unregularised recursive denotation. Equivalently, the parametrisation $q=e^{-t}$ exponentially suppresses long executions and reconstructs the denotation as $t\to 0^{+}$. In a supplementary linear feedback sector, repeated recursion is represented by the execution resolvent $(I-qST)^{-1}$. We identify $I-qST$ with an algebraic cross-ratio of graph subspaces. Under Hilbert--Schmidt assumptions, the associated return operator is trace class and defines the Fredholm feedback determinant \( \operatorname{det}_{F}(I-qST), \) whose zeros detect singular feedback configurations and whose logarithmic expansion records closed loop traversals.
Problem

Research questions and friction points this paper is trying to address.

recursive hybrid quantum programs
graph-series semantics
Abel regularization
quantum orchestras
execution resolvent
Innovation

Methods, ideas, or system contributions that make the work stand out.

graph-series semantics
Abel regularization
quantum orchestra monad
recursive hybrid quantum programs
Fredholm feedback determinant
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J
Jean-Pierre Magnot
Univ Angers, CNRS, LAREMA, SFR MATHSTIC, F-49000 Angers, France; Lepage Research Institute, 17 novembra 1, 081 16 Prešov, Slovakia; Lycée Jeanne d’Arc, Avenue de Grande Bretagne, 63000 Clermont-Ferrand, France