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In systems involving quantitative data, such as probabilistic, fuzzy, or metric systems, behavioural distances provide a more fine-grained comparison of states than two-valued notions of behavioural equivalence or behaviour inclusion. Like…

Logic in Computer Science · Computer Science 2023-06-22 Paul Wild , Lutz Schröder

Behavioural distances of transition systems modelled via coalgebras for endofunctors generalize traditional notions of behavioural equivalence to a quantitative setting, in which states are equipped with a measure of how (dis)similar they…

Logic in Computer Science · Computer Science 2024-07-24 Keri D'Angelo , Sebastian Gurke , Johanna Maria Kirss , Barbara König , Matina Najafi , Wojciech Różowski , Paul Wild

We study different behavioral metrics, such as those arising from both branching and linear-time semantics, in a coalgebraic setting. Given a coalgebra $\alpha\colon X \to HX$ for a functor $H \colon \mathrm{Set}\to \mathrm{Set}$, we define…

Logic in Computer Science · Computer Science 2024-07-16 Paolo Baldan , Filippo Bonchi , Henning Kerstan , Barbara König

We study behavioral metrics in an abstract coalgebraic setting. Given a coalgebra alpha: X -> FX in Set, where the functor F specifies the branching type, we define a framework for deriving pseudometrics on X which measure the behavioral…

Logic in Computer Science · Computer Science 2014-10-14 Paolo Baldan , Filippo Bonchi , Henning Kerstan , Barbara König

Many behavioural equivalences or preorders for probabilistic processes involve a lifting operation that turns a relation on states into a relation on distributions of states. We show that several existing proposals for lifting relations can…

Logic in Computer Science · Computer Science 2011-03-24 Yuxin Deng , Wenjie Du

The classical Hennessy-Milner theorem is an important tool in the analysis of concurrent processes; it guarantees that any two non-bisimilar states in finitely branching labelled transition systems can be distinguished by a modal formula.…

Logic in Computer Science · Computer Science 2022-08-31 Jonas Forster , Sergey Goncharov , Dirk Hofmann , Pedro Nora , Lutz Schröder , Paul Wild

While behavioural equivalences among systems of the same type, such as Park/Milner bisimilarity of labelled transition systems, are an established notion, a systematic treatment of relationships between systems of different type is…

Logic in Computer Science · Computer Science 2025-02-07 Pedro Nora , Jurriaan Rot , Lutz Schröder , Paul Wild

The Kantorovich distance is a widely used metric between probability distributions. The Kantorovich-Rubinstein duality states that it can be defined in two equivalent ways: as a supremum, based on non-expansive functions into [0, 1], and as…

Category Theory · Mathematics 2025-02-05 Samuel Humeau , Daniela Petrisan , Jurriaan Rot

Behavioural distances generally offer more fine-grained means of comparing quantitative systems than two-valued behavioural equivalences. They often relate to quantitative modalities, which generate quantitative modal logics that…

Logic in Computer Science · Computer Science 2026-02-13 Jonas Forster , Lutz Schröder , Paul Wild , Barbara König , Pedro Nora

Behavioural conformances -- e.g. behavioural equivalences, distances, preorders -- on a wide range of system types (non-deterministic, probabilistic, weighted etc.) can be dealt with uniformly in the paradigm of universal coalgebra. One of…

Logic in Computer Science · Computer Science 2025-02-04 Paul Wild , Lutz Schröder

Sensitivity properties describe how changes to the input of a program affect the output, typically by upper bounding the distance between the outputs of two runs by a monotone function of the distance between the corresponding inputs. When…

Logic in Computer Science · Computer Science 2020-08-11 Alejandro Aguirre , Gilles Barthe , Justin Hsu , Benjamin Lucien Kaminski , Joost-Pieter Katoen , Christoph Matheja

Behavioural metrics provide a quantitative refinement of classical two-valued behavioural equivalences on systems with quantitative data, such as metric or probabilistic transition systems. In analogy to the linear-time/branching-time…

Logic in Computer Science · Computer Science 2025-01-28 Jonas Forster , Lutz Schröder , Paul Wild , Harsh Beohar , Sebastian Gurke , Barbara König , Karla Messing

The classical Kantorovich-Rubinstein duality guarantees coincidence between metrics on the space of probability distributions defined on the one hand via transport plans (couplings) and on the other hand via price functions. Both…

Logic in Computer Science · Computer Science 2026-02-17 Paul Wild , Lutz Schröder , Karla Messing , Barbara König , Jonas Forster

The most studied and accepted pseudometric for probabilistic processes is one based on the Kantorovich distance between distributions. It comes with many theoretical and motivating results, in particular it is the fixpoint of a given…

Logic in Computer Science · Computer Science 2025-07-25 Josée Desharnais , Ana Sokolova

A Markov decision process (MDP) is a state-based dynamical system capable of describing probabilistic behaviour with rewards. In this paper, we view MDPs as coalgebras living in the category of analytic spaces, a very general class of…

Logic in Computer Science · Computer Science 2025-05-30 Daniel Luckhardt , Harsh Beohar , Clemens Kupke

This paper studies the quantitative refinements of Abramsky's applicative similarity and bisimilarity in the context of a generalisation of Fuzz, a call-by-value $\lambda$-calculus with a linear type system that can express programs…

Logic in Computer Science · Computer Science 2018-02-07 Francesco Gavazzo

We investigate the possibility of deriving metric trace semantics in a coalgebraic framework. First, we generalize a technique for systematically lifting functors from the category Set of sets to the category PMet of pseudometric spaces,…

Logic in Computer Science · Computer Science 2015-06-01 Paolo Baldan , Filippo Bonchi , Henning Kerstan , Barbara König

In this paper we propose two behavioral distances that support approximate reasoning on Stochastic Markov Models (SMMs), that are continuous-time stochastic transition systems where the residence time on each state is described by a generic…

Formal Languages and Automata Theory · Computer Science 2014-03-26 Giorgio Bacci , Giovanni Bacci , Kim G. Larsen , Radu Mardare

We describe a general approach to deriving linear-time logics for a wide variety of state-based, quantitative systems, by modelling the latter as coalgebras whose type incorporates both branching and linear behaviour. Concretely, we define…

Logic in Computer Science · Computer Science 2024-08-07 Corina Cirstea

The analysis and control of stochastic dynamical systems rely on probabilistic models such as (continuous-space) Markov decision processes, but large or continuous state spaces make exact analysis intractable and call for principled…

Logic in Computer Science · Computer Science 2026-03-13 Nivar Anwer , Ezequiel López-Rubio , David Elizondo , Rafael M. Luque-Baena
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