Categories of Quantum and Classical Channels (Extended Abstract)
Total Page:16
File Type:pdf, Size:1020Kb
Load more
Recommended publications
-
A Subtle Introduction to Category Theory
A Subtle Introduction to Category Theory W. J. Zeng Department of Computer Science, Oxford University \Static concepts proved to be very effective intellectual tranquilizers." L. L. Whyte \Our study has revealed Mathematics as an array of forms, codify- ing ideas extracted from human activates and scientific problems and deployed in a network of formal rules, formal definitions, formal axiom systems, explicit theorems with their careful proof and the manifold in- terconnections of these forms...[This view] might be called formal func- tionalism." Saunders Mac Lane Let's dive right in then, shall we? What can we say about the array of forms MacLane speaks of? Claim (Tentative). Category theory is about the formal aspects of this array of forms. Commentary: It might be tempting to put the brakes on right away and first grab hold of what we mean by formal aspects. Instead, rather than trying to present \the formal" as the object of study and category theory as our instrument, we would nudge the reader to consider another perspective. Category theory itself defines formal aspects in much the same way that physics defines physical concepts or laws define legal (and correspondingly illegal) aspects: it embodies them. When we speak of what is formal/physical/legal we inescapably speak of category/physical/legal theory, and vice versa. Thus we pass to the somewhat grammatically awkward revision of our initial claim: Claim (Tentative). Category theory is the formal aspects of this array of forms. Commentary: Let's unpack this a little bit. While individual forms are themselves tautologically formal, arrays of forms and everything else networked in a system lose this tautological formality. -
Reasoning About Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras ∗
Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras ∗ Authors: Dimitri Kartsaklis, Mehrnoosh Sadrzadeh, Stephen Pulman, Bob Coecke y Affiliation: Department of Computer Science, University of Oxford Address: Wolfson Building, Parks Road, Oxford, OX1 3QD Emails: [email protected] Abstract Compact closed categories have found applications in modeling quantum information pro- tocols by Abramsky-Coecke. They also provide semantics for Lambek's pregroup algebras, applied to formalizing the grammatical structure of natural language, and are implicit in a distributional model of word meaning based on vector spaces. Specifically, in previous work Coecke-Clark-Sadrzadeh used the product category of pregroups with vector spaces and provided a distributional model of meaning for sentences. We recast this theory in terms of strongly monoidal functors and advance it via Frobenius algebras over vector spaces. The former are used to formalize topological quantum field theories by Atiyah and Baez-Dolan, and the latter are used to model classical data in quantum protocols by Coecke-Pavlovic- Vicary. The Frobenius algebras enable us to work in a single space in which meanings of words, phrases, and sentences of any structure live. Hence we can compare meanings of different language constructs and enhance the applicability of the theory. We report on experimental results on a number of language tasks and verify the theoretical predictions. 1 Introduction Compact closed categories were first introduced by Kelly [21] in early 1970's. Some thirty years later they found applications in quantum mechanics [1], whereby the vector space foundations of quantum mechanics were recasted in a higher order language and quantum protocols such as teleportation found succinct conceptual proofs. -
Compactly Accessible Categories and Quantum Key Distribution
COMPACTLY ACCESSIBLE CATEGORIES AND QUANTUM KEY DISTRIBUTION CHRIS HEUNEN Institute for Computing and Information Sciences, Radboud University, Nijmegen, the Netherlands Abstract. Compact categories have lately seen renewed interest via applications to quan- tum physics. Being essentially finite-dimensional, they cannot accomodate (co)limit-based constructions. For example, they cannot capture protocols such as quantum key distribu- tion, that rely on the law of large numbers. To overcome this limitation, we introduce the notion of a compactly accessible category, relying on the extra structure of a factorisation system. This notion allows for infinite dimension while retaining key properties of compact categories: the main technical result is that the choice-of-duals functor on the compact part extends canonically to the whole compactly accessible category. As an example, we model a quantum key distribution protocol and prove its correctness categorically. 1. Introduction Compact categories were first introduced in 1972 as a class of examples in the con- text of the coherence problem [Kel72]. They were subsequently studied first categori- cally [Day77, KL80], and later in relation to linear logic [See89]. Interest has rejuvenated since the exhibition of another aspect: compact categories provide a semantics for quantum computation [AC04, Sel07]. The main virtue of compact categories as models of quantum computation is that from very few axioms, surprisingly many consequences ensue that were postulates explicitly in the traditional Hilbert space formalism, e.g. scalars [Abr05]. More- over, the connection to linear logic provides quantum computation with a resource sensitive type theory of its own [Dun06]. Much of the structure of compact categories is due to a seemingly ingrained ‘finite- dimensionality'. -
The Morita Theory of Quantum Graph Isomorphisms
Commun. Math. Phys. Communications in Digital Object Identifier (DOI) https://doi.org/10.1007/s00220-018-3225-6 Mathematical Physics The Morita Theory of Quantum Graph Isomorphisms Benjamin Musto, David Reutter, Dominic Verdon Department of Computer Science, University of Oxford, Oxford, UK. E-mail: [email protected]; [email protected]; [email protected] Received: 31 January 2018 / Accepted: 11 June 2018 © The Author(s) 2018 Abstract: We classify instances of quantum pseudo-telepathy in the graph isomorphism game, exploiting the recently discovered connection between quantum information and the theory of quantum automorphism groups. Specifically, we show that graphs quantum isomorphic to a given graph are in bijective correspondence with Morita equivalence classes of certain Frobenius algebras in the category of finite-dimensional representations of the quantum automorphism algebra of that graph. We show that such a Frobenius algebra may be constructed from a central type subgroup of the classical automorphism group, whose action on the graph has coisotropic vertex stabilisers. In particular, if the original graph has no quantum symmetries, quantum isomorphic graphs are classified by such subgroups. We show that all quantum isomorphic graph pairs corresponding to a well-known family of binary constraint systems arise from this group-theoretical construction. We use our classification to show that, of the small order vertex-transitive graphs with no quantum symmetry, none is quantum isomorphic to a non-isomorphic graph. We show that this is in fact asymptotically almost surely true of all graphs. Contents 1. Introduction ................................. 2. Background ................................. 2.1 String diagrams, Frobenius monoids and Gelfand duality ...... -
Compact Inverse Categories 11
COMPACT INVERSE CATEGORIES ROBIN COCKETT AND CHRIS HEUNEN Abstract. The Ehresmann-Schein-Nambooripad theorem gives a structure theorem for inverse monoids: they are inductive groupoids. A particularly nice case due to Jarek is that commutative inverse monoids become semilattices of abelian groups. It has also been categorified by DeWolf-Pronk to a structure theorem for inverse categories as locally complete inductive groupoids. We show that in the case of compact inverse categories, this takes the particularly nice form of a semilattice of compact groupoids. Moreover, one-object com- pact inverse categories are exactly commutative inverse monoids. Compact groupoids, in turn, are determined in particularly simple terms of 3-cocycles by Baez-Lauda. 1. Introduction Inverse monoids model partial symmetry [24], and arise naturally in many com- binatorial constructions [8]. The easiest example of an inverse monoid is perhaps a group. There is a structure theorem for inverse monoids, due to Ehresmann-Schein- Nambooripad [9, 10, 27, 26], that exhibits them as inductive groupoids. The latter are groupoids internal to the category of partially ordered sets with certain ex- tra requirements. By a result of Jarek [19], the inductive groupoids corresponding to commutative inverse monoids can equivalently be described as semilattices of abelian groups. A natural typed version of an inverse monoid is an inverse category [22, 6]. This notion can for example model partial reversible functional programs [12]. The eas- iest example of an inverse category is perhaps a groupoid. DeWolf-Pronk have generalised the ESN theorem to inverse categories, exhibiting them as locally com- plete inductive groupoids. This paper investigates `the commutative case', thus fitting in the bottom right cell of Figure 1. -
Rewriting Structured Cospans: a Syntax for Open Systems
UNIVERSITY OF CALIFORNIA RIVERSIDE Rewriting Structured Cospans: A Syntax For Open Systems A Dissertation submitted in partial satisfaction of the requirements for the degree of Doctor of Philosophy in Mathematics by Daniel Cicala June 2019 Dissertation Committee: Dr. John C. Baez, Chairperson Dr. Wee Liang Gan Dr. Jacob Greenstein Copyright by Daniel Cicala 2019 The Dissertation of Daniel Cicala is approved: Committee Chairperson University of California, Riverside Acknowledgments First and foremost, I would like to thank my advisor John Baez. In these past few years, I have learned more than I could have imagined about mathematics and the job of doing mathematics. I also want to thank the past and current Baez Crew for the many wonderful discussions. I am indebted to Math Department at the University of California, Riverside, which has afforded me numerous opportunities to travel to conferences near and far. Almost certainly, I would never have had a chance to pursue my doctorate had it not been for my parents who were there for me through every twist and turn on this, perhaps, too scenic route that I traveled. Most importantly, this project would have been impossible without the full-hearted support of my love, Elizabeth. I would also like to acknowledge the previously published material in this disser- tation. The interchange law in Section 3.1 was published in [15]. The material in Sections 3.2 and 3.3 appear in [16]. Also, the ZX-calculus example in Section 4.3 appears in [18]. iv Elizabeth. It’s finally over, baby! v ABSTRACT OF THE DISSERTATION Rewriting Structured Cospans: A Syntax For Open Systems by Daniel Cicala Doctor of Philosophy, Graduate Program in Mathematics University of California, Riverside, June 2019 Dr. -
Most Human Things Go in Pairs. Alcmaeon, ∼ 450 BC
Most human things go in pairs. Alcmaeon, 450 BC ∼ true false good bad right left up down front back future past light dark hot cold matter antimatter boson fermion How can we formalize a general concept of duality? The Chinese tried yin-yang theory, which inspired Leibniz to develop binary notation, which in turn underlies digital computation! But what's the state of the art now? In category theory the fundamental duality is the act of reversing an arrow: • ! • • • We use this to model switching past and future, false and true, small and big... Every category has an opposite op, where the arrows are C C reversed. This is a symmetry of the category of categories: op : Cat Cat ! and indeed the only nontrivial one: Aut(Cat) = Z=2 In logic, the simplest duality is negation. It's order-reversing: if P implies Q then Q implies P : : and|ignoring intuitionism!|it's an involution: P = P :: Thus if is a category of propositions and proofs, we C expect a functor: : op : C ! C with a natural isomorphism: 2 = 1 : ∼ C This has two analogues in quantum theory. One shows up already in the category of finite-dimensional vector spaces, FinVect. Every vector space V has a dual V ∗. Taking the dual is contravariant: if f : V W then f : W V ! ∗ ∗ ! ∗ and|ignoring infinite-dimensional spaces!|it's an involution: V ∗∗ ∼= V This kind of duality is captured by the idea of a -autonomous ∗ category. Recall that a symmetric monoidal category is roughly a category with a unit object I and a tensor product C 2 C : ⊗ C × C ! C that is unital, associative and commutative up to coherent natural isomorphisms. -
The Way of the Dagger
The Way of the Dagger Martti Karvonen I V N E R U S E I T H Y T O H F G E R D I N B U Doctor of Philosophy Laboratory for Foundations of Computer Science School of Informatics University of Edinburgh 2018 (Graduation date: July 2019) Abstract A dagger category is a category equipped with a functorial way of reversing morph- isms, i.e. a contravariant involutive identity-on-objects endofunctor. Dagger categor- ies with additional structure have been studied under different names in categorical quantum mechanics, algebraic field theory and homological algebra, amongst others. In this thesis we study the dagger in its own right and show how basic category theory adapts to dagger categories. We develop a notion of a dagger limit that we show is suitable in the following ways: it subsumes special cases known from the literature; dagger limits are unique up to unitary isomorphism; a wide class of dagger limits can be built from a small selection of them; dagger limits of a fixed shape can be phrased as dagger adjoints to a diagonal functor; dagger limits can be built from ordinary limits in the presence of polar decomposition; dagger limits commute with dagger colimits in many cases. Using cofree dagger categories, the theory of dagger limits can be leveraged to provide an enrichment-free understanding of limit-colimit coincidences in ordinary category theory. We formalize the concept of an ambilimit, and show that it captures known cases. As a special case, we show how to define biproducts up to isomorphism in an arbitrary category without assuming any enrichment. -
Categories of Relations As Models of Quantum Theory
Categories of relations as models of quantum theory Chris Heunen∗ and Sean Tull† fheunen,[email protected] University of Oxford, Department of Computer Science Categories of relations over a regular category form a family of models of quantum theory. Using regular logic, many properties of relations over sets lift to these models, including the correspon- dence between Frobenius structures and internal groupoids. Over compact Hausdorff spaces, this lifting gives continuous symmetric encryption. Over a regular Mal’cev category, this correspondence gives a characterization of categories of completely positive maps, enabling the formulation of quan- tum features. These models are closer to Hilbert spaces than relations over sets in several respects: Heisenberg uncertainty, impossibility of broadcasting, and behavedness of rank one morphisms. 1 Introduction Many features of quantum theory can be abstracted to arbitrary compact dagger categories [1]. Thus we can compare models of quantum theory in a unified setting, and look for features that distinguish the category FHilb of finite-dimensional Hilbert spaces that forms the traditional model. The category Rel of sets and relations is an alternative model. It exhibits many features considered typical of quantum theory [2], but also refutes presumed correspondences between them [15, 21]. However, apart from Rel and its subcategory corresponding to Spekkens’ toy model [14], few alternative models have been studied in detail. We consider a new family of models by generalizing to categories Rel(C) of relations over an arbi- trary regular category C, including any algebraic category like that of groups, any abelian category like that of vector spaces, and any topos like that of sets. -
A Survey of Graphical Languages for Monoidal Categories
5 Traced categories 32 5.1 Righttracedcategories . 33 5.2 Planartracedcategories. 34 5.3 Sphericaltracedcategories . 35 A survey of graphical languages for monoidal 5.4 Spacialtracedcategories . 36 categories 5.5 Braidedtracedcategories . 36 5.6 Balancedtracedcategories . 39 5.7 Symmetrictracedcategories . 40 Peter Selinger 6 Products, coproducts, and biproducts 41 Dalhousie University 6.1 Products................................. 41 6.2 Coproducts ............................... 43 6.3 Biproducts................................ 44 Abstract 6.4 Traced product, coproduct, and biproduct categories . ........ 45 This article is intended as a reference guide to various notions of monoidal cat- 6.5 Uniformityandregulartrees . 47 egories and their associated string diagrams. It is hoped that this will be useful not 6.6 Cartesiancenter............................. 48 just to mathematicians, but also to physicists, computer scientists, and others who use diagrammatic reasoning. We have opted for a somewhat informal treatment of 7 Dagger categories 48 topological notions, and have omitted most proofs. Nevertheless, the exposition 7.1 Daggermonoidalcategories . 50 is sufficiently detailed to make it clear what is presently known, and to serve as 7.2 Otherprogressivedaggermonoidalnotions . ... 50 a starting place for more in-depth study. Where possible, we provide pointers to 7.3 Daggerpivotalcategories. 51 more rigorous treatments in the literature. Where we include results that have only 7.4 Otherdaggerpivotalnotions . 54 been proved in special cases, we indicate this in the form of caveats. 7.5 Daggertracedcategories . 55 7.6 Daggerbiproducts............................ 56 Contents 8 Bicategories 57 1 Introduction 2 9 Beyond a single tensor product 58 2 Categories 5 10 Summary 59 3 Monoidal categories 8 3.1 (Planar)monoidalcategories . 9 1 Introduction 3.2 Spacialmonoidalcategories . -
Categories with Fuzzy Sets and Relations
Categories with Fuzzy Sets and Relations John Harding, Carol Walker, Elbert Walker Department of Mathematical Sciences New Mexico State University Las Cruces, NM 88003, USA jhardingfhardy,[email protected] Abstract We define a 2-category whose objects are fuzzy sets and whose maps are relations subject to certain natural conditions. We enrich this category with additional monoidal and involutive structure coming from t-norms and negations on the unit interval. We develop the basic properties of this category and consider its relation to other familiar categories. A discussion is made of extending these results to the setting of type-2 fuzzy sets. 1 Introduction A fuzzy set is a map A : X ! I from a set X to the unit interval I. Several authors [2, 6, 7, 20, 22] have considered fuzzy sets as a category, which we will call FSet, where a morphism from A : X ! I to B : Y ! I is a function f : X ! Y that satisfies A(x) ≤ (B◦f)(x) for each x 2 X. Here we continue this path of investigation. The underlying idea is to lift additional structure from the unit interval, such as t-norms, t-conorms, and negations, to provide additional structure on the category. Our eventual aim is to provide a setting where processes used in fuzzy control can be abstractly studied, much in the spirit of recent categorical approaches to processes used in quantum computation [1]. Order preserving structure on I, such as t-norms and conorms, lifts to provide additional covariant structure on FSet. In fact, each t-norm T lifts to provide a symmetric monoidal tensor ⊗T on FSet. -
Dagger Symmetric Monoidal Category
Tutorial on dagger categories Peter Selinger Dalhousie University Halifax, Canada FMCS 2018 1 Part I: Quantum Computing 2 Quantum computing: States α state of one qubit: = 0. • β ! 6 α β state of two qubits: . • γ δ ac a c ad separable: = . • b ! ⊗ d ! bc bd otherwise entangled. • 3 Notation 1 0 |0 = , |1 = . • i 0 ! i 1 ! |ij = |i |j etc. • i i⊗ i 4 Quantum computing: Operations unitary transformation • measurement • 5 Some standard unitary gates 0 1 0 −i 1 0 X = , Y = , Z = , 1 0 ! i 0 ! 0 −1 ! 1 1 1 1 0 1 0 H = , S = , T = , √2 1 −1 ! 0 i ! 0 √i ! 1 0 0 0 I 0 0 1 0 0 CNOT = = 0 X ! 0 0 0 1 0 0 1 0 6 Measurement α|0 + β|1 i i 0 1 |α|2 |β|2 α|0 β|1 i i 7 Mixed states A mixed state is a (classical) probability distribution on quantum states. Ad hoc notation: 1 α 1 α + ′ 2 β ! 2 β′ ! Note: A mixed state is a description of our knowledge of a state. An actual closed quantum system is always in a (possibly unknown) “pure” (= non-mixed) state. 8 Density matrices (von Neumann) α Represent the pure state v = C2 by the matrix β ! ∈ αα¯ αβ¯ 2 2 vv† = C × . βα¯ ββ¯ ! ∈ Represent the mixed state λ1 {v1} + ... + λn {vn} by λ1v1v1† + ... + λnvnvn† . This representation is not one-to-one, e.g. 1 1 1 0 1 1 0 1 0 0 .5 0 + = + = 2 0 ! 2 1 ! 2 0 0 ! 2 0 1 ! 0 .5 ! 1 1 1 1 1 1 1 .5 .5 1 .5 −.5 .5 0 + = + = 2 √2 1 ! 2 √2 −1 ! 2 .5 .5 ! 2 −.5 .5 ! 0 .5 ! But these two mixed states are indistinguishable.