Latticed $k$-Induction with an Application to Probabilistic Programs

Autor: Batz, Kevin, Chen, Mingshuai, Kaminski, Benjamin Lucien, Katoen, Joost-Pieter, Matheja, Christoph, Schröer, Philipp
Rok vydání: 2021
Předmět:
Druh dokumentu: Working Paper
Popis: We revisit two well-established verification techniques, $k$-induction and bounded model checking (BMC), in the more general setting of fixed point theory over complete lattices. Our main theoretical contribution is latticed $k$-induction, which (i) generalizes classical $k$-induction for verifying transition systems, (ii) generalizes Park induction for bounding fixed points of monotonic maps on complete lattices, and (iii) extends from naturals $k$ to transfinite ordinals $\kappa$, thus yielding $\kappa$-induction. The lattice-theoretic understanding of $k$-induction and BMC enables us to apply both techniques to the fully automatic verification of infinite-state probabilistic programs. Our prototypical implementation manages to automatically verify non-trivial specifications for probabilistic programs taken from the literature that - using existing techniques - cannot be verified without synthesizing a stronger inductive invariant first.
Comment: to be published in: CAV (2021)
Databáze: arXiv